{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelagem por tópicos notícias mediacloud sobre ANP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Tópicos disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANP/mediacloud-analysis/option2/media-anp-option2-topics.csv\n",
    "##### Thetas disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANP/mediacloud-analysis/option2/media-anp-option2-thetas.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opção 2: 30 tópicos, algoritmo LDA, API Mallet, alpha 0.001"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importando pacotes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable logging and ignore warnings\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "import warnings\n",
    "#warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "\n",
    "import nltk; \n",
    "#nltk.download('stopwords')\n",
    "\n",
    "import re\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import Phrases\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>website</th>\n",
       "      <th>url</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12882</th>\n",
       "      <td>5774057</td>\n",
       "      <td>Extra</td>\n",
       "      <td>https://extra.globo.com/noticias/economia/ibov...</td>\n",
       "      <td>2019-02-20T11:56:00-03:00</td>\n",
       "      <td>Ibovespa perde fôlego e recua após encostar e...</td>\n",
       "      <td>Reuters Tamanho do texto  Por Paula Arend Lai...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12883</th>\n",
       "      <td>5774421</td>\n",
       "      <td>Extra</td>\n",
       "      <td>https://extra.globo.com/noticias/economia/impo...</td>\n",
       "      <td>2019-02-20T14:40:00-03:00</td>\n",
       "      <td>Importador de combustível restringe negócios ...</td>\n",
       "      <td>Reuters Tamanho do texto  Por José Roberto Go...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12884</th>\n",
       "      <td>5774558</td>\n",
       "      <td>Agência Brasil (EBC)</td>\n",
       "      <td>http://agenciabrasil.ebc.com.br/economia/notic...</td>\n",
       "      <td>2019-02-20T18:25:00+00:00</td>\n",
       "      <td>ANP: mercado aberto tornará indústria do petr...</td>\n",
       "      <td>O diretor-geral da Agência Nacional do Petról...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id               website  \\\n",
       "12882  5774057                 Extra   \n",
       "12883  5774421                 Extra   \n",
       "12884  5774558  Agência Brasil (EBC)   \n",
       "\n",
       "                                                     url  \\\n",
       "12882  https://extra.globo.com/noticias/economia/ibov...   \n",
       "12883  https://extra.globo.com/noticias/economia/impo...   \n",
       "12884  http://agenciabrasil.ebc.com.br/economia/notic...   \n",
       "\n",
       "                publication_date  \\\n",
       "12882  2019-02-20T11:56:00-03:00   \n",
       "12883  2019-02-20T14:40:00-03:00   \n",
       "12884  2019-02-20T18:25:00+00:00   \n",
       "\n",
       "                                                   title  \\\n",
       "12882   Ibovespa perde fôlego e recua após encostar e...   \n",
       "12883   Importador de combustível restringe negócios ...   \n",
       "12884   ANP: mercado aberto tornará indústria do petr...   \n",
       "\n",
       "                                                    text  \n",
       "12882   Reuters Tamanho do texto  Por Paula Arend Lai...  \n",
       "12883   Reuters Tamanho do texto  Por José Roberto Go...  \n",
       "12884   O diretor-geral da Agência Nacional do Petról...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/fabiola/Desktop/FGV/ANP/mediacloud-analysis/media_anp_export_final_order_without_palestina_assembleiapopularchina.csv')\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias com duplicatas: 12885\n"
     ]
    }
   ],
   "source": [
    "print('### No total de notícias com duplicatas:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Remove duplicated news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias sem duplicatas: 10926\n"
     ]
    }
   ],
   "source": [
    "df.set_index('id', inplace=True)\n",
    "df.drop_duplicates(subset='title', inplace=True)\n",
    "print('### No total de notícias sem duplicatas:', len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## TODO: run if enough time!!\n",
    "\n",
    "from difflib import SequenceMatcher\n",
    "\n",
    "def similar(a, b):\n",
    "    return SequenceMatcher(None, a, b).ratio()\n",
    "\n",
    "to_be_droped = []\n",
    "for index1, row in df.iterrows():\n",
    "    print(index1, end=',')\n",
    "    for index2, row in df.iterrows():\n",
    "        n1 = df.get_value(index1,'text')\n",
    "        n2 = df.get_value(index2,'text')\n",
    "        try:\n",
    "            if similar(n1,n2) > 0.7:\n",
    "                to_be_droped.append(index2)\n",
    "        except TypeError:\n",
    "            # do nothing\n",
    "            print('',end=' ')\n",
    "            #print('error in', index1, index2)\n",
    "print(to_be_droped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP Pipeline - Pré-processamento e limpeza dos documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('portuguese')\n",
    "stop_words.extend([\n",
    "    'ser','sao','sera','serao','serem','ha', 'sendo',\n",
    "    'esta','estao','estara','estar','terao','ter','tera','pode','podem','deve','devem','devera','deverao','podera','fez','vem','quer',\n",
    "    'vai','disse','fazer','vao','vamos','acho','preciso','ficar','falar','diz','afirmou','faz',\n",
    "    'nesta','neste','desse','nesse','deste','destes','desses','nesses','desta','nessa','dessa',\n",
    "    'cada','todo','todos','toda','todas','qualquer','outros','outro','outras','outra','quanto','alguns','algum','mesma','mesmo','nada',\n",
    "    'tais','quais','tudo','cerca','maior','menor',\n",
    "    'nº','nº','ii','iii',\n",
    "    'nao','ja','tambem','porque','ainda','apenas','entao','pois','sempre','assim',\n",
    "    'sobre','ate','durante','alem','desde','sob','apos','contra','onde',\n",
    "    'voce','aqui','hoje',\n",
    "    'getdata','var','function','return','tostring','window','clique_aqui','feira','ml',\n",
    "    'en','la','los','ai',\n",
    "    'anatel','telefonia',\n",
    "    'jl_zz', 'ss', 'js_ls', 'oz_ss', 'kql', 'i_', 'il', 'il_this', 'ij_this', 'jl', 'zz', 'js', 'ls', 'oz', 'ss', 'i', 'il', 'ij', 'lz','sl', 'ol',\n",
    "    'string', 'fromcharcode', 'length', 'arguments', 'push',\n",
    "    'si', 'ie', 'rgb', 'typeof', 'ie', 'apply', 'android', 'test', 'sz', 'iz', 'cdata', 'lj', 'mobi', 'attachevent', 'el',\n",
    "    'new', 'date', 'lo', 'void', 'li', 'o_', 'o',\n",
    "    'zi', 'vi', 'et', 'if', 'l', 'z', 'j', 'z_', 'j_', 'null', 'this', 'jj', 'zj', 'sj', 'll', 'ji', 'exec',\n",
    "    'anp'\n",
    "    #'pe', 'ma', 'pi', 'mt', 'pa', 'sp', 'rj', 'es', 'mg', 'ba', 'pr', 'rs', 'ce', 'go', 'sc',\n",
    "    #'goias', 'piaui', 'maranhao', 'minas', 'norte', 'sul',\n",
    "    #'janeiro', 'fevereiro', 'marco', 'abril', 'maio', 'junho', 'julho', 'agosto', 'setembro', 'outubro', 'novembro', 'dezembro',\n",
    "    #'agencia', 'nacional', 'assessoria',\n",
    "    #'quarta', 'quinta', 'sexta', 'terca', 'segunda',\n",
    "    #'dias', 'paulo', 'rio',\n",
    "    #'silva', 'brasilia', 'social', 'partir',\n",
    "    ])\n",
    "\n",
    "# Convert to list\n",
    "data = df['text'].values.tolist()\n",
    "\n",
    "data = [sent if not pd.isnull(sent) else '' for sent in data]\n",
    "#data = [sent for sent if not pd.isnull(sent) else '-' for sent in data ]\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data if not pd.isnull(sent)]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "\n",
    "# Convert to words (tokenize)\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "\n",
    "# Build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "\n",
    "# Define functions for stopwords, bigrams, trigrams\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_trigrams = make_trigrams(data_words_nostops)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Criação do dicionário e corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de palavras diferentes: 26286\n",
      "### No total de palavras: 2009915\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_words_trigrams)\n",
    "\n",
    "# filter by frequency\n",
    "id2word.filter_extremes(no_below=4, no_above=0.6)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_words_trigrams\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# Human readable format of corpus (term-frequency)\n",
    "## [[(id2word[id], freq) for id, freq in cp] for cp in corpus[:100]]\n",
    "\n",
    "print('### No total de palavras diferentes:', len(id2word))\n",
    "\n",
    "total = 0\n",
    "for cp in corpus:\n",
    "    for id, freq in cp:\n",
    "        total += freq\n",
    "print('### No total de palavras:', total)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "cp = []\n",
    "for (id_,item) in id2word.items():\n",
    "    cp.append(item)\n",
    "cp.sort()\n",
    "\n",
    "with open('temp.txt', 'w') as f:\n",
    "    for item in cp:\n",
    "        f.write(\"%s\\n\" % item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "mallet_path = '/Users/fabiola/Downloads/mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, \n",
    "                                             num_topics=num_topics, \n",
    "                                             alpha=0.001,\n",
    "                                             iterations=300, \n",
    "                                             topic_threshold=0.1,\n",
    "                                             id2word=id2word) \n",
    "\n",
    "ldamallet.save('media-anp-option2-ldamalletmodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizando os resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\"petrobras\", \"campo\", \"areas\", \"descoberta\", \"bonus\", \"governo\", \"oleo\", \"empresas\", \"exploracao\", \"participacao\", \"estatal\", \"santos\", \"rodada\", \"producao\", \"empresa\", \"brasil\", \"gas\", \"campos\", \"rio\", \"bacia\", \"chevron\", \"mancha\", \"frade\", \"vazamento\", \"chevron_transocean\", \"acao_civil\", \"derramamento\", \"vazamentos\", \"reparacao\", \"mpf\", \"transocean\", \"scliar\", \"ibama\", \"praias\", \"fissura\", \"procurador\", \"afundamento\", \"sobrevoo\", \"superficie\", \"acidentes\", \"george_buck\", \"danos_causados\", \"recursos_naturais_renovaveis_ibama\", \"sindicancia\", \"buck\", \"decisao_judicial\", \"falhas\", \"incidentes\", \"afloramento\", \"danos_ambientais\", \"contingencia\", \"marinha\", \"acidente\", \"contencao\", \"ministerio_publico\", \"danos\", \"multa\", \"golfo\", \"incidente\", \"meio_ambiente\", \"investigacao\", \"causas\", \"poco\", \"oleo\", \"metros\", \"empresa\", \"informacoes\", \"nota\", \"campo\", \"tecnicos\", \"informou\", \"petrobras\", \"novembro\", \"justica\", \"caso\", \"companhia\", \"campos\", \"decisao\", \"acordo\", \"brasil\", \"rio\", \"gas\", \"producao\", \"barris\", \"milhoes\", \"estado\", \"dia\", \"valor\", \"operacao\", \"presidente\", \"bacia\", \"janeiro\", \"mil\", \"cbie\", \"grisolia\", \"sindicom\", \"deficit\", \"opep\", \"compras_externas\", \"rossetto\", \"defasagem\", \"balanca\", \"importado\", \"ebitda\", \"cresceram\", \"importacoes\", \"mistura_obrigatoria\", \"paises_exportadores\", \"importou\", \"externo\", \"maximas\", \"marketing_comercializacao\", \"bruto\", \"cambio\", \"dados_publicados\", \"vaz\", \"balanca_comercial\", \"anuario\", \"mercados_internacionais\", \"importacao\", \"distribuicao_revenda\", \"guilherme_franca\", \"divida_liquida\", \"importar\", \"dolar\", \"cotacoes\", \"brent\", \"vendas\", \"cento\", \"derivados\", \"precos\", \"diesel\", \"refinarias\", \"reais\", \"alta\", \"exportacoes\", \"combustiveis\", \"aumento\", \"queda\", \"barril\", \"gasolina\", \"mercado\", \"ano\", \"reajuste\", \"consumo\", \"preco\", \"petrobras\", \"ante\", \"passado\", \"politica\", \"bilhoes\", \"combustivel\", \"internacional\", \"pais\", \"etanol\", \"brasil\", \"estatal\", \"milhoes\", \"gas\", \"producao\", \"mes\", \"valor\", \"janeiro\", \"governo\", \"empresa\", \"corais\", \"greenpeace\", \"recifes\", \"guiana_francesa\", \"esponjas\", \"peixes\", \"espessura\", \"metros\", \"profundidade\", \"expedicao\", \"perfurado\", \"ibv\", \"rodolitos\", \"copel\", \"algas\", \"poco_descobridor\", \"poco\", \"vazado\", \"pluma\", \"bm_es\", \"especies\", \"foz\", \"oceano\", \"aquiferos\", \"cimentacao\", \"reservatorio\", \"thiago_almeida\", \"oeste_paulista\", \"ecossistema\", \"duto\", \"mancha\", \"vazamento\", \"descoberta\", \"perfuracao\", \"recife\", \"ibama\", \"quilometros\", \"bm\", \"frade\", \"tupi\", \"bloco_bm\", \"amazonas\", \"bacia\", \"costa\", \"chevron\", \"regiao\", \"reservatorios\", \"oleo\", \"area\", \"acidente\", \"mar\", \"petrobras\", \"mil\", \"gas\", \"campo\", \"informou\", \"exploracao\", \"empresa\", \"companhia\", \"santos\", \"barris\", \"blocos\", \"avaliacao\", \"campos\", \"producao\", \"brasil\", \"pre_sal\", \"rio\", \"estatal\", \"pocos\", \"dia\", \"paquistao\", \"voo\", \"bruxelas\", \"reu\", \"tiros\", \"voos\", \"belgica\", \"holandeses\", \"ataques\", \"ataque\", \"consulado\", \"amsterda\", \"atentado\", \"aeroporto\", \"pista\", \"aviao\", \"exercito\", \"indios\", \"delegada\", \"bagagem\", \"khan\", \"van\", \"matar\", \"afp\", \"homem\", \"malaysia_airlines\", \"menina\", \"holanda\", \"holandes\", \"trump\", \"policia_militar\", \"morreu\", \"manifestantes\", \"vitima\", \"policia\", \"suspeito\", \"mortos\", \"foto\", \"pessoas\", \"seguranca\", \"vitimas\", \"passageiros\", \"cidade\", \"petroleiros\", \"local\", \"greve\", \"anos\", \"noite\", \"casa\", \"horas\", \"rio\", \"manha\", \"quinta\", \"vitoria\", \"justica\", \"estado\", \"tres\", \"dia\", \"terca\", \"sexta\", \"grande\", \"dois\", \"pais\", \"acao\", \"segunda\", \"dias\", \"informou\", \"mil\", \"posto\", \"quarta\", \"acordo\", \"parte\", \"duas\", \"governo\", \"ltda_habilitada_operadora\", \"blocos_ofertados\", \"arrematados\", \"agio\", \"habilitada_operadora\", \"rec\", \"arrematadas\", \"margem_equatorial\", \"exxonmobil\", \"sergipe_alagoas\", \"geopark\", \"reconcavo\", \"cowan\", \"blocos\", \"oferta_permanente\", \"ofertadas\", \"seal\", \"ofertou\", \"arrematou\", \"habilitadas\", \"bacias\", \"petra_energia\", \"parnaiba\", \"acre_madre\", \"exploratorio\", \"bonus\", \"programa_exploratorio_minimo\", \"quilometros_quadrados\", \"sseal\", \"alvopetro\", \"bacias_sedimentares\", \"rodada\", \"assinatura\", \"blocos_exploratorios\", \"areas\", \"bloco\", \"convencional\", \"leilao\", \"bacia\", \"licitacoes\", \"rodadas\", \"ofertados\", \"exploracao\", \"campos\", \"leiloes\", \"pre_sal\", \"gas\", \"terra\", \"licitacao\", \"area\", \"concessao\", \"bilhoes\", \"empresas\", \"brasil\", \"oferta\", \"petrobras\", \"producao\", \"santos\", \"milhoes\", \"partilha\", \"empresa\", \"oleo\", \"natural\", \"governo\", \"rio\", \"barris\", \"ano\", \"ale\", \"prea\", \"combusta_veis\", \"ma\\u00aas\", \"iconic\", \"ina_cio\", \"ipiranga\", \"da\\u00b3lar\", \"vel\", \"inflaa\", \"pera_odo\", \"pola_tica\", \"combusta_vel\", \"ga\", \"refera\\u00aancia\", \"prea_ma_dio\", \"alesat\", \"espaa\", \"pora\", \"apa\\u00b3s\", \"paa\", \"tamba\", \"relaa\", \"cotaa_a\\u00b5es_internacionais\", \"aga\\u00aancia\", \"redua\", \"a\\u00b5es\", \"petra\\u00b3leo_ga_biocombusta_veis\", \"botija\", \"bandeira_branca\", \"botijao\", \"margens\", \"revenda\", \"petra\\u00b3leo\", \"sa\", \"distribuidoras\", \"cozinha\", \"reajustes\", \"refinarias\", \"litro\", \"diesel\", \"gasolina\", \"precos\", \"preco\", \"postos\", \"consumidor\", \"etanol\", \"combustiveis\", \"mercado\", \"aumento\", \"produto\", \"semana\", \"reajuste\", \"valor\", \"alta\", \"petrobras\", \"caminhoneiros\", \"glp\", \"medio\", \"gas\", \"queda\", \"combustivel\", \"final\", \"governo\", \"reducao\", \"rio\", \"paulo\", \"acordo\", \"ano\", \"etanol_calculada_considerando\", \"motor_alcool\", \"poder_calorifico\", \"utilizados_valores_medios_coletados\", \"vantajosa_principalmente\", \"compilados\", \"etanol_hidratado_competitivo\", \"goias_mato_grosso\", \"minimo_registrado\", \"ae_taxas\", \"considerada_indiferente_utilizacao\", \"semana_terminada\", \"periodo_analisado\", \"roraima\", \"permaneceram_estaveis\", \"distrito_federal\", \"dados_coletados\", \"valores_medios\", \"seguem_competitivos\", \"ficaram_estaveis\", \"competitiva\", \"concentra_quase\", \"subiram\", \"vantajoso\", \"ceara\", \"verificada\", \"recuaram\", \"goias\", \"crateus\", \"piaui\", \"amapa\", \"mato_grosso\", \"etanol\", \"acre\", \"vantagem\", \"litro\", \"medio\", \"competitivo\", \"gasolina\", \"preco\", \"semana\", \"media\", \"estados\", \"paulo\", \"registrado\", \"hidratado\", \"parana\", \"precos\", \"postos\", \"levantamento\", \"ficou\", \"estado\", \"relacao\", \"mes\", \"queda\", \"valor\", \"combustivel\", \"alta\", \"anterior\", \"periodo\", \"sul\", \"acordo\", \"rio\", \"consumidor\", \"brasil\", \"pais\"], \"Total\": [9531.0, 7835.0, 8825.0, 4800.0, 15767.0, 6790.0, 4556.0, 11755.0, 3743.0, 5815.0, 4100.0, 3789.0, 5265.0, 4004.0, 6379.0, 4306.0, 2992.0, 4494.0, 5998.0, 10174.0, 3213.0, 3731.0, 3546.0, 2683.0, 5504.0, 3651.0, 7552.0, 2506.0, 5921.0, 4831.0, 58.76806105931841, 302.57673403788937, 47.31086334616028, 91.83731985709527, 722.8613449082925, 74.10832077467391, 31.346615313347375, 969.3562147402528, 71.2967258584114, 34.52767924893502, 74.35470075784296, 565.6905987477808, 643.0375521281577, 115.48047883024391, 1478.9147753345771, 56.28137614638755, 693.6256298987292, 94.85529564174283, 1315.307537837157, 29.09933761812536, 71.71713390642007, 155.51474149555173, 56.33871190426946, 57.886862651644414, 41.74304736648967, 34.82963275182226, 42.16861946328913, 33.692780070051995, 321.9566279913665, 50.62001978259899, 174.52295029385738, 4800.960890777931, 1362.5247977332992, 733.2037799172306, 330.103079747282, 7835.454536270391, 532.1547491800428, 367.80264844254134, 3743.372674996248, 2338.2576644086316, 798.4636164246741, 9531.66434638625, 3546.448734399175, 2534.5987467528744, 3168.989028055727, 6790.558601534207, 2506.635599922165, 2408.5615498637917, 795.2907688133853, 2294.1817984366903, 2521.962776407046, 1289.52446085771, 7552.06419289794, 2635.095965127145, 4494.857343669596, 4556.033164281386, 4004.7576494741184, 3999.9233634438906, 5265.765088327487, 4114.725882612753, 1932.6862938334436, 4563.854117618212, 5636.790985058208, 11755.29993615687, 5504.15254886593, 36.6759284531192, 79.67649043136502, 48.22938878550481, 41.22201340780049, 50.73470815937654, 70.4086009551873, 41.152183849152934, 32.30593060736473, 66.53016120352589, 106.39495199005913, 34.287364134472625, 52.80657366173187, 398.392496975816, 42.98534555392655, 40.07460945657389, 261.5322459042024, 30.286813735696967, 142.25980501988454, 59.57710202546184, 31.09058946391331, 214.40306387420856, 29.336472705870285, 27.691292122309616, 28.02473400269312, 35.46281622287274, 93.68032744465887, 40.86327571311674, 99.40606589082104, 426.17814805978924, 32.31913930137217, 513.9047271823995, 209.08372835742185, 1331.2574249044264, 85.87406360818798, 89.00794919068854, 507.0742048414614, 4556.033164281386, 3546.448734399175, 7835.454536270391, 2183.956230861708, 987.9441340612047, 1315.307537837157, 9531.66434638625, 823.147449988055, 4494.857343669596, 4800.960890777931, 382.58272034632523, 550.4410423658127, 942.7538331331165, 3743.372674996248, 6790.558601534207, 4004.7576494741184, 3168.989028055727, 4114.725882612753, 1636.8423972388914, 533.6675489704792, 767.3425103137007, 2506.635599922165, 2294.1817984366903, 535.7336320233898, 1650.2238259905205, 4563.854117618212, 1007.955449207313, 11755.29993615687, 3999.9233634438906, 4031.6310146950996, 6441.277634213896, 7552.06419289794, 2521.962776407046, 2408.5615498637917, 54.30432170425894, 233.646893991599, 60.549634990942316, 56.042687550416595, 116.93705892250183, 52.6302290567222, 42.83590678673854, 87.8236097807265, 247.74494541014644, 84.37997845046134, 235.3185613760634, 84.99140068362856, 687.9679663180818, 98.875488602253, 203.2492425895472, 83.44240968273874, 87.81452742484214, 76.99962301058109, 45.59476175605279, 112.76420033328793, 56.24804049265486, 100.90028750983402, 33.277727639473994, 31.237924368101332, 42.80984602482531, 74.86356825962605, 27.266651727343884, 29.667064437818233, 39.48044399579512, 34.70653460824302, 123.66344832556943, 137.9932968692977, 228.90588820205664, 366.28226523940305, 2674.288588997896, 3789.1391434914494, 964.5820894913361, 678.814773797981, 8825.32145716505, 5265.765088327487, 4831.604405327696, 449.5059701687444, 851.5438542495012, 2521.962776407046, 3103.1841697208283, 2836.2052447821147, 1289.52446085771, 11755.29993615687, 625.5756099935934, 801.8307960684691, 405.44701678384524, 3651.1223759736713, 3213.8608243645576, 1560.8175746539546, 3839.6763165060256, 2136.7569288593827, 2068.728357655218, 2635.095965127145, 5815.2623043615395, 798.4636164246741, 7552.06419289794, 987.5442906354671, 15767.110068376214, 2294.1817984366903, 7862.999177246655, 1726.276506994436, 5636.790985058208, 3657.311352987176, 3168.989028055727, 2269.433108945724, 80.9669141795541, 89.59281995643308, 50.20875834173177, 72.71927565679762, 80.34521211729948, 37.78510404473392, 47.9500300634708, 57.454150436568, 285.8315826677893, 31.449372401375918, 30.343415208398074, 34.18147618351615, 43.11959596381367, 31.390651512471607, 45.65675980569312, 50.25333296437288, 113.67459166805773, 122.01654535140477, 53.96897328883872, 43.695946003826016, 50.211933485432965, 175.53504486699788, 74.67032252297875, 30.847135310486227, 36.18848465857314, 40.17666561729392, 68.45779052265503, 46.24162938957958, 112.15814155251923, 142.91897056457768, 211.64852678900843, 109.89822840825548, 408.14348828507497, 330.7257069699082, 147.5796598103313, 842.4031387296054, 457.3159418938225, 856.7315564738715, 153.96030518518606, 198.0435501082403, 827.4840683888227, 351.3134949209435, 849.3577021062731, 250.21505535297558, 3546.448734399175, 1887.1473328620586, 497.85660200274344, 509.5347716967022, 4494.857343669596, 4556.033164281386, 1331.2574249044264, 1478.9147753345771, 426.44308959895466, 1396.9465335902644, 530.9689329486183, 798.4053894770517, 1636.8423972388914, 923.6284195568232, 11755.29993615687, 754.1108654300996, 2183.956230861708, 4031.6310146950996, 3103.1841697208283, 2426.4748584906633, 907.6763948077347, 4004.7576494741184, 2524.1029781185157, 5265.765088327487, 7835.454536270391, 1978.305952231595, 5921.847855057567, 7552.06419289794, 3999.9233634438906, 4831.604405327696, 5998.645303095962, 6441.277634213896, 4563.854117618212, 499.78556036796056, 68.01873671559167, 65.79286464595747, 977.5071267273285, 37.462702413478326, 670.8314380521302, 48.03556201383807, 76.46706599417658, 38.04549466234333, 195.00511931254871, 66.48380136004509, 83.25027032103436, 43.44055820007523, 72.6832958808475, 202.32554152454173, 36.549286734846184, 37.05318036961873, 35.58983701593847, 54.62868236503327, 55.15296132680162, 55.37260620342592, 82.70946117155971, 65.12778137030469, 26.856042493384532, 54.445932185953566, 32.86863478735234, 4004.7576494741184, 44.36925108892351, 33.165919378838886, 38.91704775383031, 199.86515633403596, 199.16757895917945, 209.08372835742185, 233.2322168995924, 132.18298632443376, 4556.033164281386, 1535.718890676911, 9531.66434638625, 2355.62499989043, 3743.372674996248, 4494.857343669596, 7835.454536270391, 916.2192446370319, 630.6422059957782, 2183.956230861708, 6790.558601534207, 1636.8423972388914, 942.7538331331165, 1331.2574249044264, 533.6675489704792, 2506.635599922165, 3546.448734399175, 4114.725882612753, 457.3159418938225, 2534.5987467528744, 835.2776736221111, 499.8082063256891, 488.6916909684793, 3168.989028055727, 2052.064088072886, 3999.9233634438906, 4800.960890777931, 2338.2576644086316, 4031.6310146950996, 15767.110068376214, 4563.854117618212, 10174.826825935881, 4831.604405327696, 2294.1817984366903, 11755.29993615687, 36.12821410133701, 106.32805351221377, 41.22406114558525, 76.86768907642426, 29.40181171194304, 39.59431930421259, 147.08442394914982, 31.60322386371777, 71.0264220852899, 38.749972993863054, 38.304740349254246, 66.35033315427908, 48.22806530133494, 97.33478427497201, 38.44579496274596, 40.293428470993916, 47.29625637020643, 26.93649451265501, 27.466753646336937, 41.56280082697185, 37.68862516377994, 52.22086021529406, 30.51171395417114, 177.90967150856363, 71.62814282301889, 41.000542511685644, 55.29639850454001, 43.507229919027516, 35.69021399762052, 45.45659848637969, 68.67873663247485, 164.42000803264193, 229.4747608640731, 58.38901075494307, 295.8455317696253, 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\"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"vez\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viacao\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"viana\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vicosa\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vida\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"vii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"viii\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"virgilio\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"visitados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vistoriados\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitima\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitimas\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitoria_apart_hospital\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"vitto\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"volume_recuperavel\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voo\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"voos\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacao\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"votacoes\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"waiver\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wall_street\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"wintershall\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"www\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"xisto\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zalan\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\", \"zona\"]}, \"R\": 30, \"lambda.step\": 0.01, \"plot.opts\": {\"xlab\": \"PC1\", \"ylab\": \"PC2\"}, \"topic.order\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30]};\n",
       "\n",
       "function LDAvis_load_lib(url, callback){\n",
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       "  s.async = true;\n",
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       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el7731455945497282557535717\", ldavis_el7731455945497282557535717_data);\n",
       "   }(LDAvis);\n",
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       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el7731455945497282557535717\", ldavis_el7731455945497282557535717_data);\n",
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       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el7731455945497282557535717\", ldavis_el7731455945497282557535717_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "0     -0.150614 -0.075911       1        1   3.383116\n",
       "1     -0.136020  0.016913       2        1   2.601586\n",
       "2      0.035494 -0.110793       3        1   2.041465\n",
       "3     -0.036430  0.072318       4        1   3.732161\n",
       "4     -0.140854 -0.015011       5        1   4.059285\n",
       "5     -0.006540  0.061037       6        1   2.939240\n",
       "6      0.080544 -0.038413       7        1   9.474879\n",
       "7     -0.023168 -0.082482       8        1   1.139251\n",
       "8      0.049500 -0.028435       9        1   1.718187\n",
       "9     -0.011249 -0.019684      10        1   5.742687\n",
       "10     0.033848  0.145964      11        1   3.874831\n",
       "11     0.106120 -0.046386      12        1   1.748680\n",
       "12     0.053211  0.114547      13        1   2.341863\n",
       "13     0.003091  0.140841      14        1   2.966459\n",
       "14    -0.165762  0.009253      15        1   1.731273\n",
       "15     0.077900 -0.033377      16        1   1.724795\n",
       "16     0.066979  0.030889      17        1  15.300074\n",
       "17     0.095501 -0.084472      18        1   5.119204\n",
       "18    -0.034624  0.031274      19        1   0.948358\n",
       "19     0.046686 -0.041643      20        1   0.882062\n",
       "20     0.081920  0.012248      21        1   0.730641\n",
       "21     0.016319  0.088098      22        1   1.856107\n",
       "22     0.120151 -0.047948      23        1   3.755181\n",
       "23     0.041231  0.026289      24        1   1.672114\n",
       "24    -0.079392 -0.086475      25        1   4.019087\n",
       "25     0.075471 -0.006028      26        1   0.910599\n",
       "26    -0.007978  0.126790      27        1   2.172297\n",
       "27     0.121534 -0.085563      28        1   7.171911\n",
       "28    -0.126028 -0.030608      29        1   2.240972\n",
       "29    -0.186840 -0.043231      30        1   2.001635, topic_info=      Category          Freq          Term         Total  loglift  logprob\n",
       "888    Default   9531.000000         preco   9531.000000  30.0000  30.0000\n",
       "861    Default   7835.000000      gasolina   7835.000000  29.0000  29.0000\n",
       "1156   Default   8825.000000      producao   8825.000000  28.0000  28.0000\n",
       "1373   Default   4800.000000        etanol   4800.000000  27.0000  27.0000\n",
       "965    Default  15767.000000     petrobras  15767.000000  26.0000  26.0000\n",
       "512    Default   6790.000000        precos   6790.000000  25.0000  25.0000\n",
       "885    Default   4556.000000        postos   4556.000000  24.0000  24.0000\n",
       "45     Default  11755.000000           gas  11755.000000  23.0000  23.0000\n",
       "872    Default   3743.000000         litro   3743.000000  22.0000  22.0000\n",
       "12972  Default   5815.000000       pre_sal   5815.000000  21.0000  21.0000\n",
       "1380   Default   4100.000000        leilao   4100.000000  20.0000  20.0000\n",
       "1889   Default   3789.000000        barris   3789.000000  19.0000  19.0000\n",
       "951    Default   5265.000000       milhoes   5265.000000  18.0000  18.0000\n",
       "929    Default   4004.000000        diesel   4004.000000  17.0000  17.0000\n",
       "4633   Default   6379.000000       bilhoes   6379.000000  16.0000  16.0000\n",
       "144    Default   4306.000000         areas   4306.000000  15.0000  15.0000\n",
       "2510   Default   2992.000000        blocos   2992.000000  14.0000  14.0000\n",
       "833    Default   4494.000000  combustiveis   4494.000000  13.0000  13.0000\n",
       "771    Default   5998.000000       empresa   5998.000000  12.0000  12.0000\n",
       "776    Default  10174.000000       governo  10174.000000  11.0000  11.0000\n",
       "2804   Default   3213.000000         bacia   3213.000000  10.0000  10.0000\n",
       "347    Default   3731.000000    exploracao   3731.000000   9.0000   9.0000\n",
       "924    Default   3546.000000   combustivel   3546.000000   8.0000   8.0000\n",
       "2503   Default   2683.000000        rodada   2683.000000   7.0000   7.0000\n",
       "440    Default   5504.000000       mercado   5504.000000   6.0000   6.0000\n",
       "2598   Default   3651.000000        campos   3651.000000   5.0000   5.0000\n",
       "1084   Default   7552.000000           ano   7552.000000   4.0000   4.0000\n",
       "61     Default   2506.000000         medio   2506.000000   3.0000   3.0000\n",
       "37     Default   5921.000000      empresas   5921.000000   2.0000   2.0000\n",
       "279    Default   4831.000000           dia   4831.000000   1.0000   1.0000\n",
       "...        ...           ...           ...           ...      ...      ...\n",
       "61     Topic30    573.812606         medio   2506.635600   2.4368  -4.2501\n",
       "4580   Topic30    112.320051   competitivo    432.389050   2.5632  -5.8810\n",
       "861    Topic30   1281.923488      gasolina   7835.454536   2.1009  -3.4463\n",
       "888    Topic30   1385.706774         preco   9531.664346   1.9828  -3.3684\n",
       "1305   Topic30    435.788261        semana   2534.598747   2.1506  -4.5252\n",
       "1283   Topic30    382.659086         media   2294.181798   2.1202  -4.6553\n",
       "1111   Topic30    358.904521       estados   2200.993810   2.0976  -4.7193\n",
       "792    Topic30    555.459583         paulo   3999.923363   1.9370  -4.2826\n",
       "5296   Topic30    123.391457    registrado    532.448831   2.4491  -5.7870\n",
       "1205   Topic30    142.786536     hidratado    722.861345   2.2893  -5.6410\n",
       "1290   Topic30    134.871696        parana    671.630761   2.3058  -5.6981\n",
       "512    Topic30    559.757307        precos   6790.558602   1.4154  -4.2749\n",
       "885    Topic30    421.152222        postos   4556.033164   1.5300  -4.5594\n",
       "1582   Topic30    145.852435  levantamento    835.277674   2.1660  -5.6198\n",
       "2011   Topic30    170.995796         ficou   1196.562998   1.9656  -5.4608\n",
       "774    Topic30    356.421373        estado   4563.854118   1.3614  -4.7263\n",
       "554    Topic30    262.448487       relacao   2635.095965   1.6046  -5.0323\n",
       "1133   Topic30    249.582056           mes   2521.962776   1.5982  -5.0826\n",
       "974    Topic30    239.842698         queda   2338.257664   1.6340  -5.1224\n",
       "1350   Topic30    272.874598         valor   4114.725883   1.1979  -4.9934\n",
       "924    Topic30    237.479963   combustivel   3546.448734   1.2076  -5.1323\n",
       "914    Topic30    196.562597          alta   2408.561550   1.4054  -5.3214\n",
       "3497   Topic30    149.484093      anterior   1289.524461   1.7564  -5.5952\n",
       "1291   Topic30    158.663845       periodo   1932.686294   1.4113  -5.5356\n",
       "1307   Topic30    145.196389           sul   1386.863091   1.6545  -5.6243\n",
       "113    Topic30    177.546812        acordo   4031.631015   0.7885  -5.4232\n",
       "741    Topic30    179.464312           rio   6441.277634   0.3307  -5.4124\n",
       "763    Topic30    141.591101    consumidor   2183.956231   1.1753  -5.6495\n",
       "174    Topic30    156.188497        brasil   7862.999177  -0.0077  -5.5513\n",
       "791    Topic30    149.597918          pais   5636.790985   0.2821  -5.5944\n",
       "\n",
       "[2164 rows x 6 columns], token_table=       Topic      Freq           Term\n",
       "term                                 \n",
       "2061       1  0.122015      abastecer\n",
       "2061       2  0.239337      abastecer\n",
       "2061       3  0.002346      abastecer\n",
       "2061       4  0.070393      abastecer\n",
       "2061       5  0.089165      abastecer\n",
       "2061       6  0.002346      abastecer\n",
       "2061       7  0.009386      abastecer\n",
       "2061       8  0.004693      abastecer\n",
       "2061      10  0.091511      abastecer\n",
       "2061      11  0.002346      abastecer\n",
       "2061      14  0.025811      abastecer\n",
       "2061      15  0.143133      abastecer\n",
       "2061      16  0.002346      abastecer\n",
       "2061      17  0.004693      abastecer\n",
       "2061      18  0.002346      abastecer\n",
       "2061      19  0.007039      abastecer\n",
       "2061      22  0.004693      abastecer\n",
       "2061      23  0.002346      abastecer\n",
       "2061      24  0.004693      abastecer\n",
       "2061      25  0.009386      abastecer\n",
       "2061      27  0.004693      abastecer\n",
       "2061      28  0.004693      abastecer\n",
       "2061      29  0.051622      abastecer\n",
       "2061      30  0.093857      abastecer\n",
       "2024       1  0.074926  abastecimento\n",
       "2024       2  0.042297  abastecimento\n",
       "2024       3  0.001208  abastecimento\n",
       "2024       4  0.221152  abastecimento\n",
       "2024       5  0.132933  abastecimento\n",
       "2024       6  0.013293  abastecimento\n",
       "...      ...       ...            ...\n",
       "22002     18  0.055771          zalan\n",
       "22002     22  0.027886          zalan\n",
       "22002     23  0.027886          zalan\n",
       "22002     25  0.027886          zalan\n",
       "22002     26  0.055771          zalan\n",
       "22002     28  0.027886          zalan\n",
       "22002     30  0.027886          zalan\n",
       "10830      1  0.100518           zona\n",
       "10830      2  0.022337           zona\n",
       "10830      3  0.022337           zona\n",
       "10830      4  0.022337           zona\n",
       "10830      5  0.044674           zona\n",
       "10830      6  0.111686           zona\n",
       "10830      7  0.067012           zona\n",
       "10830      8  0.033506           zona\n",
       "10830     10  0.011169           zona\n",
       "10830     11  0.011169           zona\n",
       "10830     13  0.033506           zona\n",
       "10830     14  0.055843           zona\n",
       "10830     15  0.044674           zona\n",
       "10830     17  0.022337           zona\n",
       "10830     18  0.011169           zona\n",
       "10830     20  0.156361           zona\n",
       "10830     23  0.011169           zona\n",
       "10830     24  0.022337           zona\n",
       "10830     25  0.011169           zona\n",
       "10830     27  0.089349           zona\n",
       "10830     28  0.011169           zona\n",
       "10830     29  0.022337           zona\n",
       "10830     30  0.033506           zona\n",
       "\n",
       "[29878 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def malletmodel2ldamodelMy(mallet_model, gamma_threshold=0.001, iterations=150):\n",
    " \"\"\"\n",
    " Function to convert mallet model to gensim LdaModel. This works by copying the\n",
    " training model weights (alpha, beta...) from a trained mallet model into the\n",
    " gensim model.\n",
    "\n",
    " Args:\n",
    " mallet_model : Trained mallet model\n",
    " gamma_threshold : To be used for inference in the new LdaModel.\n",
    " iterations : number of iterations to be used for inference in the new LdaModel.\n",
    "\n",
    " Returns:\n",
    " model_gensim : LdaModel instance; copied gensim LdaModel\n",
    " \"\"\"\n",
    " model_gensim = gensim.models.LdaModel(\n",
    "   id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "   alpha=mallet_model.alpha, iterations=iterations,\n",
    "   eta=mallet_model.word_topics,\n",
    "   gamma_threshold=gamma_threshold,\n",
    "   dtype=np.float64 # don't loose precision when converting from MALLET\n",
    " )\n",
    " model_gensim.expElogbeta[:] = mallet_model.wordtopics\n",
    " return model_gensim\n",
    "\n",
    "ldamallet = gensim.utils.SaveLoad.load('media-anp-option2-ldamalletmodel')\n",
    "\n",
    "lda_model = malletmodel2ldamodelMy(ldamallet)\n",
    "lda_model.save('media-anp-option2-ldamodel')\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word, sort_topics=False)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topico</th>\n",
       "      <th>Keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>gasolina, preco, etanol, precos, ano, litro, litros, combustivel, combustiveis, postos, alcool, aumento, diesel, queda, milhoes, paulo, semana, vendas, medio, alta, mes, relacao, consumo, media, valor, gas, estado, pais, hidratado, mercado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>preco, gasolina, postos, combustivel, etanol, precos, combustiveis, litro, diesel, valor, consumidor, posto, aumento, gas, estado, alcool, medio, media, rio, distribuidoras, paulo, cidade, acordo, ano, regiao, sindicato, reajuste, mes, caro, alta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>producao, gas, milhoes, barris, dia, natural, mil, petrobras, campo, mes, campos, pre_sal, ano, oleo, bacia, brasil, relacao, metros_cubicos, cento, total, pocos, anterior, volume, media, pais, janeiro, poco, aumento, santos, passado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>gas, combustivel, combustiveis, postos, operacao, acordo, biodiesel, mil, fiscalizacao, litros, consumidor, posto, distribuidoras, abastecimento, qualidade, produto, diesel, informou, gasolina, milhoes, ano, empresas, caso, empresa, rio, paulo, dia, distribuicao, estado, tres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>preco, gasolina, diesel, precos, postos, combustiveis, litro, petrobras, valor, combustivel, reducao, consumidor, medio, caminhoneiros, governo, refinarias, semana, aumento, etanol, paulo, distribuidoras, estado, acordo, dia, posto, greve, desconto, dias, gas, queda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.0</td>\n",
       "      <td>governo, brasil, anos, pais, estado, presidente, ano, politica, paulo, agora, setor, economia, gente, preco, mundo, menos, royalties, bilhoes, falta, conta, dinheiro, programa, rio, grande, exemplo, tempo, problema, ministerio, ministro, passado</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.0</td>\n",
       "      <td>petrobras, gas, brasil, producao, bilhoes, governo, pre_sal, pais, setor, empresas, ano, anos, investimentos, exploracao, empresa, areas, mercado, rio, industria, leilao, estatal, presidente, grande, area, libra, leiloes, energia, oleo, milhoes, natural</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.0</td>\n",
       "      <td>producao, milhoes, ano, mercado, dia, gas, alta, petrobras, queda, cento, brasil, bilhoes, barris, relacao, preco, acoes, mes, natural, pais, ibovespa, investidores, ante, precos, empresa, passado, media, aumento, volume, semana, anterior</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.0</td>\n",
       "      <td>petrobras, producao, gas, empresa, estatal, brasil, refinaria, mercado, mil, dia, companhia, milhoes, ano, barris, empresas, rio, cento, bilhoes, informou, pais, janeiro, natural_biocombustiveis, operacao, reuters, capacidade, unidades, unidade, natural, campos, plataformas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10.0</td>\n",
       "      <td>petrobras, mercado, ano, brasil, precos, governo, setor, producao, pais, empresa, gas, anos, energia, combustiveis, milhoes, investimentos, preco, empresas, diretor, politica, aumento, consumo, presidente, diesel, menos, alta, demanda, gasolina, combustivel, bilhoes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11.0</td>\n",
       "      <td>presidente, governo, paulo, lula, brasil, pais, dilma, anos, agora, pt, ministro, politica, corrupcao, bem, dia, cpi, lei, tempo, povo, senado, vida, petrobras, partido, poder, oposicao, mundo, vez, politico, antes, nunca</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12.0</td>\n",
       "      <td>pre_sal, leilao, gas, petrobras, areas, empresas, brasil, rodada, producao, governo, exploracao, conteudo_local, rio, setor, blocos, area, pais, investimentos, bilhoes, leiloes, industria, campos, libra, ano, oleo, contratos, partilha, anos, bacia, bonus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13.0</td>\n",
       "      <td>governo, presidente, petrobras, ministro, federal, cpi, comissao, lei, paulo, rio, decisao, diretor, ministerio, estatal, senado, camara, ano, brasilia, congresso, empresa, caso, projeto, oposicao, dias, reuniao, cargo, conselho, estado, justica, dois</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14.0</td>\n",
       "      <td>rio, estado, agua, area, anos, cidade, seguranca, atividades, paulo, servico, diretor, acoes, regiao, presidente, gestao, dois, mil, pessoas, art, dia, prefeitura, trabalho, janeiro, justica, saude, recursos_hidricos, atuacao, geral, bem, tres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15.0</td>\n",
       "      <td>gasolina, preco, postos, etanol, litro, combustivel, precos, combustiveis, paulo, estado, posto, consumidor, medio, valor, media, semana, estados, gas, alcool, acordo, bombas, rio, alta, mes, aumento, diesel, relacao, litros, carro, levantamento</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16.0</td>\n",
       "      <td>ogx, empresa, milhoes, companhia, eike, campo, blocos, acoes, petroleira, empresas, campos, producao, bacia, gas, mercado, venda, ano, grupo, eike_batista, plano, tubarao_azul, informou, bilhoes, osx, ativos, participacao, tubarao_martelo, rio, cento, operacao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17.0</td>\n",
       "      <td>governo, petrobras, rio, presidente, setor, empresas, estado, mercado, gas, ministro, royalties, ano, projeto, bilhoes, empresa, lei, investimentos, uniao, politica, estatal, preco, recursos, proposta, pre_sal, janeiro, nova, pais, estados, ministerio, decisao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18.0</td>\n",
       "      <td>producao, petrobras, gas, barris, campos, milhoes, campo, bacia, pre_sal, dia, empresa, oleo, brasil, mil, area, bilhoes, companhia, estatal, natural, ano, exploracao, santos, pocos, informou, areas, reservas, natural_biocombustiveis, rio, pais, cento</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19.0</td>\n",
       "      <td>prea, petrobras, governo, sa, diesel, petra³leo, agaªncia, rio, dia, ata, programa, litro, combusta_veis, tamba, bilhaµes, paa, valor, caminhoneiros, mercado, setor, combusta_vel, pola_tica, fim, milhaµes, produa, empresas, venda, subvena, postos, janeiro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20.0</td>\n",
       "      <td>bilhoes, petrobras, empresa, ano, producao, milhoes, companhia, barris, dia, mil, governo, valor, gas, mercado, ogx, presidente, estatal, brasil, acordo, plano, passado, acoes, campo, recursos, segunda, investimentos, operacao, relacao, anos, aumento</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21.0</td>\n",
       "      <td>gas, empresas, brasil, exploracao, leilao, blocos, areas, rodada, rio, petrobras, bacia, area, producao, licitacao, total, pre_sal, milhoes, empresa, regiao, presidente, governo, campos, setor, ltda, estado, grande, janeiro, acordo, licitacoes, tres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22.0</td>\n",
       "      <td>petrobras, acidente, explosao, informou, plataforma, empresa, navio_plataforma, pessoas, bw_offshore, vitoria, estado, gas, vitimas, navio, seguranca, espirito_santo, dois, mateus, corpo, cinco, marinha, dias, acordo, tres, dia, quarta, feridos, quatro, anos, oleo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23.0</td>\n",
       "      <td>petrobras, pre_sal, leilao, bilhoes, governo, libra, uniao, area, empresas, barris, areas, partilha, producao, oleo, exploracao, estatal, campo, brasil, empresa, gas, reservas, regime, participacao, rodada, contrato, consorcio, rio, campos, bacia, cessao_onerosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24.0</td>\n",
       "      <td>petrobras, chevron, empresa, vazamento, oleo, gas, brasil, campo, producao, rio, acordo, campos, informou, caso, acidente, milhoes, companhia, dia, estado, frade, barris, valor, presidente, nota, informacoes, decisao, janeiro, bacia, mil, poco</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25.0</td>\n",
       "      <td>precos, petrobras, preco, gasolina, ano, diesel, mercado, combustiveis, aumento, cento, bilhoes, gas, brasil, alta, queda, pais, producao, etanol, milhoes, refinarias, combustivel, estatal, politica, valor, passado, governo, janeiro, mes, vendas, empresa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26.0</td>\n",
       "      <td>petrobras, gas, bacia, poco, oleo, area, empresa, descoberta, mil, exploracao, producao, metros, regiao, campo, brasil, barris, vazamento, informou, pre_sal, companhia, perfuracao, blocos, rio, campos, santos, estatal, avaliacao, dia, chevron, pocos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27.0</td>\n",
       "      <td>rio, anos, pessoas, foto, estado, seguranca, dia, cidade, pais, grande, tres, policia, local, quinta, dois, greve, mil, informou, segunda, dias, sexta, terca, acordo, justica, parte, casa, quarta, posto, aeroporto, governo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28.0</td>\n",
       "      <td>gas, blocos, areas, petrobras, leilao, rodada, pre_sal, bacia, brasil, producao, bilhoes, exploracao, empresas, campos, area, empresa, milhoes, bonus, governo, rio, oleo, leiloes, barris, ano, licitacoes, natural, assinatura, santos, concessao, oferta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29.0</td>\n",
       "      <td>preco, gasolina, precos, petrobras, postos, diesel, litro, mercado, etanol, combustiveis, gas, distribuidoras, valor, aumento, consumidor, prea, semana, refinarias, governo, alta, rio, combustivel, medio, paulo, produto, queda, ano, reducao, final, acordo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30.0</td>\n",
       "      <td>preco, gasolina, etanol, litro, medio, precos, paulo, semana, postos, media, estados, estado, valor, relacao, mes, queda, combustivel, mato_grosso, alta, distrito_federal, rio, acordo, ficou, periodo, brasil, pais, anterior, levantamento, sul, hidratado</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topico  \\\n",
       "0      1.0   \n",
       "1      2.0   \n",
       "2      3.0   \n",
       "3      4.0   \n",
       "4      5.0   \n",
       "5      6.0   \n",
       "6      7.0   \n",
       "7      8.0   \n",
       "8      9.0   \n",
       "9     10.0   \n",
       "10    11.0   \n",
       "11    12.0   \n",
       "12    13.0   \n",
       "13    14.0   \n",
       "14    15.0   \n",
       "15    16.0   \n",
       "16    17.0   \n",
       "17    18.0   \n",
       "18    19.0   \n",
       "19    20.0   \n",
       "20    21.0   \n",
       "21    22.0   \n",
       "22    23.0   \n",
       "23    24.0   \n",
       "24    25.0   \n",
       "25    26.0   \n",
       "26    27.0   \n",
       "27    28.0   \n",
       "28    29.0   \n",
       "29    30.0   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                Keywords  \n",
       "0                                        gasolina, preco, etanol, precos, ano, litro, litros, combustivel, combustiveis, postos, alcool, aumento, diesel, queda, milhoes, paulo, semana, vendas, medio, alta, mes, relacao, consumo, media, valor, gas, estado, pais, hidratado, mercado  \n",
       "1                                 preco, gasolina, postos, combustivel, etanol, precos, combustiveis, litro, diesel, valor, consumidor, posto, aumento, gas, estado, alcool, medio, media, rio, distribuidoras, paulo, cidade, acordo, ano, regiao, sindicato, reajuste, mes, caro, alta  \n",
       "2                                              producao, gas, milhoes, barris, dia, natural, mil, petrobras, campo, mes, campos, pre_sal, ano, oleo, bacia, brasil, relacao, metros_cubicos, cento, total, pocos, anterior, volume, media, pais, janeiro, poco, aumento, santos, passado  \n",
       "3   gas, combustivel, combustiveis, postos, operacao, acordo, biodiesel, mil, fiscalizacao, litros, consumidor, posto, distribuidoras, abastecimento, qualidade, produto, diesel, informou, gasolina, milhoes, ano, empresas, caso, empresa, rio, paulo, dia, distribuicao, estado, tres  \n",
       "4             preco, gasolina, diesel, precos, postos, combustiveis, litro, petrobras, valor, combustivel, reducao, consumidor, medio, caminhoneiros, governo, refinarias, semana, aumento, etanol, paulo, distribuidoras, estado, acordo, dia, posto, greve, desconto, dias, gas, queda  \n",
       "5                                  governo, brasil, anos, pais, estado, presidente, ano, politica, paulo, agora, setor, economia, gente, preco, mundo, menos, royalties, bilhoes, falta, conta, dinheiro, programa, rio, grande, exemplo, tempo, problema, ministerio, ministro, passado  \n",
       "6                          petrobras, gas, brasil, producao, bilhoes, governo, pre_sal, pais, setor, empresas, ano, anos, investimentos, exploracao, empresa, areas, mercado, rio, industria, leilao, estatal, presidente, grande, area, libra, leiloes, energia, oleo, milhoes, natural  \n",
       "7                                         producao, milhoes, ano, mercado, dia, gas, alta, petrobras, queda, cento, brasil, bilhoes, barris, relacao, preco, acoes, mes, natural, pais, ibovespa, investidores, ante, precos, empresa, passado, media, aumento, volume, semana, anterior  \n",
       "8     petrobras, producao, gas, empresa, estatal, brasil, refinaria, mercado, mil, dia, companhia, milhoes, ano, barris, empresas, rio, cento, bilhoes, informou, pais, janeiro, natural_biocombustiveis, operacao, reuters, capacidade, unidades, unidade, natural, campos, plataformas  \n",
       "9             petrobras, mercado, ano, brasil, precos, governo, setor, producao, pais, empresa, gas, anos, energia, combustiveis, milhoes, investimentos, preco, empresas, diretor, politica, aumento, consumo, presidente, diesel, menos, alta, demanda, gasolina, combustivel, bilhoes  \n",
       "10                                                         presidente, governo, paulo, lula, brasil, pais, dilma, anos, agora, pt, ministro, politica, corrupcao, bem, dia, cpi, lei, tempo, povo, senado, vida, petrobras, partido, poder, oposicao, mundo, vez, politico, antes, nunca  \n",
       "11                        pre_sal, leilao, gas, petrobras, areas, empresas, brasil, rodada, producao, governo, exploracao, conteudo_local, rio, setor, blocos, area, pais, investimentos, bilhoes, leiloes, industria, campos, libra, ano, oleo, contratos, partilha, anos, bacia, bonus  \n",
       "12                           governo, presidente, petrobras, ministro, federal, cpi, comissao, lei, paulo, rio, decisao, diretor, ministerio, estatal, senado, camara, ano, brasilia, congresso, empresa, caso, projeto, oposicao, dias, reuniao, cargo, conselho, estado, justica, dois  \n",
       "13                                   rio, estado, agua, area, anos, cidade, seguranca, atividades, paulo, servico, diretor, acoes, regiao, presidente, gestao, dois, mil, pessoas, art, dia, prefeitura, trabalho, janeiro, justica, saude, recursos_hidricos, atuacao, geral, bem, tres  \n",
       "14                                 gasolina, preco, postos, etanol, litro, combustivel, precos, combustiveis, paulo, estado, posto, consumidor, medio, valor, media, semana, estados, gas, alcool, acordo, bombas, rio, alta, mes, aumento, diesel, relacao, litros, carro, levantamento  \n",
       "15                  ogx, empresa, milhoes, companhia, eike, campo, blocos, acoes, petroleira, empresas, campos, producao, bacia, gas, mercado, venda, ano, grupo, eike_batista, plano, tubarao_azul, informou, bilhoes, osx, ativos, participacao, tubarao_martelo, rio, cento, operacao  \n",
       "16                  governo, petrobras, rio, presidente, setor, empresas, estado, mercado, gas, ministro, royalties, ano, projeto, bilhoes, empresa, lei, investimentos, uniao, politica, estatal, preco, recursos, proposta, pre_sal, janeiro, nova, pais, estados, ministerio, decisao  \n",
       "17                           producao, petrobras, gas, barris, campos, milhoes, campo, bacia, pre_sal, dia, empresa, oleo, brasil, mil, area, bilhoes, companhia, estatal, natural, ano, exploracao, santos, pocos, informou, areas, reservas, natural_biocombustiveis, rio, pais, cento  \n",
       "18                       prea, petrobras, governo, sa, diesel, petra³leo, agaªncia, rio, dia, ata, programa, litro, combusta_veis, tamba, bilhaµes, paa, valor, caminhoneiros, mercado, setor, combusta_vel, pola_tica, fim, milhaµes, produa, empresas, venda, subvena, postos, janeiro  \n",
       "19                            bilhoes, petrobras, empresa, ano, producao, milhoes, companhia, barris, dia, mil, governo, valor, gas, mercado, ogx, presidente, estatal, brasil, acordo, plano, passado, acoes, campo, recursos, segunda, investimentos, operacao, relacao, anos, aumento  \n",
       "20                             gas, empresas, brasil, exploracao, leilao, blocos, areas, rodada, rio, petrobras, bacia, area, producao, licitacao, total, pre_sal, milhoes, empresa, regiao, presidente, governo, campos, setor, ltda, estado, grande, janeiro, acordo, licitacoes, tres  \n",
       "21              petrobras, acidente, explosao, informou, plataforma, empresa, navio_plataforma, pessoas, bw_offshore, vitoria, estado, gas, vitimas, navio, seguranca, espirito_santo, dois, mateus, corpo, cinco, marinha, dias, acordo, tres, dia, quarta, feridos, quatro, anos, oleo  \n",
       "22                petrobras, pre_sal, leilao, bilhoes, governo, libra, uniao, area, empresas, barris, areas, partilha, producao, oleo, exploracao, estatal, campo, brasil, empresa, gas, reservas, regime, participacao, rodada, contrato, consorcio, rio, campos, bacia, cessao_onerosa  \n",
       "23                                   petrobras, chevron, empresa, vazamento, oleo, gas, brasil, campo, producao, rio, acordo, campos, informou, caso, acidente, milhoes, companhia, dia, estado, frade, barris, valor, presidente, nota, informacoes, decisao, janeiro, bacia, mil, poco  \n",
       "24                        precos, petrobras, preco, gasolina, ano, diesel, mercado, combustiveis, aumento, cento, bilhoes, gas, brasil, alta, queda, pais, producao, etanol, milhoes, refinarias, combustivel, estatal, politica, valor, passado, governo, janeiro, mes, vendas, empresa  \n",
       "25                             petrobras, gas, bacia, poco, oleo, area, empresa, descoberta, mil, exploracao, producao, metros, regiao, campo, brasil, barris, vazamento, informou, pre_sal, companhia, perfuracao, blocos, rio, campos, santos, estatal, avaliacao, dia, chevron, pocos  \n",
       "26                                                        rio, anos, pessoas, foto, estado, seguranca, dia, cidade, pais, grande, tres, policia, local, quinta, dois, greve, mil, informou, segunda, dias, sexta, terca, acordo, justica, parte, casa, quarta, posto, aeroporto, governo  \n",
       "27                           gas, blocos, areas, petrobras, leilao, rodada, pre_sal, bacia, brasil, producao, bilhoes, exploracao, empresas, campos, area, empresa, milhoes, bonus, governo, rio, oleo, leiloes, barris, ano, licitacoes, natural, assinatura, santos, concessao, oferta  \n",
       "28                       preco, gasolina, precos, petrobras, postos, diesel, litro, mercado, etanol, combustiveis, gas, distribuidoras, valor, aumento, consumidor, prea, semana, refinarias, governo, alta, rio, combustivel, medio, paulo, produto, queda, ano, reducao, final, acordo  \n",
       "29                         preco, gasolina, etanol, litro, medio, precos, paulo, semana, postos, media, estados, estado, valor, relacao, mes, queda, combustivel, mato_grosso, alta, distrito_federal, rio, acordo, ficou, periodo, brasil, pais, anterior, levantamento, sul, hidratado  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_model = gensim.models.ldamodel.LdaModel.load('media-anp-option2-ldamodel')\n",
    "\n",
    "def print_topics(ldamodel=lda_model):\n",
    "    topics_df = pd.DataFrame()\n",
    "\n",
    "    for topic_num in range(num_topics):\n",
    "        topic_row = ldamodel.show_topic(topic_num,topn=30)\n",
    "        topic_keywords = \", \".join([word for word, prop in topic_row])\n",
    "        topics_df = topics_df.append(pd.Series([int(topic_num)+1, topic_keywords]), ignore_index=True)\n",
    "    topics_df.columns = ['Topico', 'Keywords']\n",
    "    return topics_df\n",
    "    \n",
    "topics_df = print_topics(lda_model)\n",
    "pd.options.display.max_colwidth = 350\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top-5 notícias mais representativas para cada tópico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_topics_sentences(idsnews, ldamodel=lda_model, corpus=corpus, texts=data):\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    contents = pd.Series(texts)\n",
    "    ids = pd.Series(idsnews)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, ids], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "#idsnews = df['id']\n",
    "idsnews = df.index.values\n",
    "df_topic_sents_keywords = format_topics_sentences(idsnews, ldamodel=lda_model, corpus=corpus, texts=data)\n",
    "\n",
    "\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text', 'Id']\n",
    "\n",
    "#df_dominant_topic.head(20)\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(15)], \n",
    "                                            axis=0)\n",
    "\n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\", \"Id\"]\n",
    "\n",
    "# Show\n",
    "pd.options.display.max_colwidth = 300\n",
    "pd.options.display.max_rows = 450\n",
    "sent_topics_sorteddf_mallet.index = np.arange(1, len(sent_topics_sorteddf_mallet) + 1)\n",
    "sent_topics_sorteddf_mallet['Topic_Num'] = sent_topics_sorteddf_mallet['Topic_Num'].apply(lambda x: x+1)\n",
    "sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text', 'Id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0 [6]\n",
      "2.0 [22]\n",
      "3.0 []\n",
      "4.0 []\n",
      "5.0 []\n",
      "6.0 []\n",
      "7.0 []\n",
      "8.0 [109]\n",
      "9.0 []\n",
      "10.0 []\n",
      "11.0 []\n",
      "12.0 [171]\n",
      "13.0 []\n",
      "14.0 [197]\n",
      "15.0 [214]\n",
      "16.0 [235, 237, 238, 237, 238, 238]\n",
      "17.0 [251, 254]\n",
      "18.0 []\n",
      "19.0 [273, 276]\n",
      "20.0 []\n",
      "21.0 []\n",
      "22.0 []\n",
      "23.0 [342, 340]\n",
      "24.0 [355]\n",
      "25.0 [372]\n",
      "26.0 [387]\n",
      "27.0 []\n",
      "28.0 []\n",
      "29.0 [428]\n",
      "30.0 []\n",
      "Dropping duplicates: [6, 22, 109, 171, 197, 214, 235, 237, 238, 237, 238, 238, 251, 254, 273, 276, 342, 340, 355, 372, 387, 428]\n"
     ]
    }
   ],
   "source": [
    "from difflib import SequenceMatcher\n",
    "\n",
    "def similar(a, b):\n",
    "    return SequenceMatcher(None, a, b).ratio()\n",
    "\n",
    "topics_top = sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text', 'Id']]\n",
    "\n",
    "idx_final = 0\n",
    "to_be_dropped_final = []\n",
    "for i in np.arange(1,num_topics+1):\n",
    "    idx_init = idx_final\n",
    "    idx_final = idx_init+15\n",
    "    current_top = sent_topics_sorteddf_mallet.iloc[idx_init:idx_final]\n",
    "    \n",
    "    to_be_dropped = []\n",
    "    for index1, row in current_top.iterrows():\n",
    "        for index2, row in current_top.iterrows():\n",
    "            if index1 < index2:\n",
    "                n1 = current_top.get_value(index1,'Text')\n",
    "                n2 = current_top.get_value(index2,'Text')\n",
    "                try:\n",
    "                    if similar(n1,n2) > 0.9:\n",
    "                        to_be_dropped.append(index2)\n",
    "                except TypeError:\n",
    "                    # do nothing\n",
    "                    print('',end='')\n",
    "    print(current_top['Topic_Num'].values[0], to_be_dropped)\n",
    "    to_be_dropped_final = to_be_dropped_final + to_be_dropped\n",
    "\n",
    "print('Dropping duplicates:', to_be_dropped_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_final_mallet = topics_top.drop(to_be_dropped_final)\n",
    "\n",
    "topics_final = pd.DataFrame()\n",
    "\n",
    "topics_final_grpd = topics_final_mallet.groupby('Topic_Num')\n",
    "\n",
    "for i, grp in topics_final_grpd:\n",
    "    topics_final = pd.concat([topics_final, grp.sort_values(['Topic_Perc_Contrib'], ascending=[0]).head(5)], \n",
    "                                            axis=0)\n",
    "\n",
    "topics_final.reset_index(drop=True, inplace=True)\n",
    "\n",
    "topics_final.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Text\", \"Id\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Text</th>\n",
       "      <th>Id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os preços do etanol hidratado nos postos brasileiros recuaram em 11 Estados e no Distrito Federal e subiram em 13 Estados, de acordo com dados coletados pela Agência Nacional de Petróleo Gás Natural e Biocombustíveis (ANP) na semana terminada em 28 de janeiro de 2011. No Estado de São Paulo, ma...</td>\n",
       "      <td>1833077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Consumo de combustíveis em 2006 é metade do esperado As vendas de derivados de petróleo pelas distribuidoras atingiram 7,63 bilhões de litros em novembro passado, com aumento de 2,28% em relação a novembro de 2005, segundo dados divulgados nesta quarta-feira pela Agência Nacional do Petróleo, G...</td>\n",
       "      <td>2764918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>MS fechou a parcial de 2015 como o quinto maior produtor brasileiro de biodiesel (Foto: Reprodução/TVCA) A produção de biodiesel no acumulado de janeiro a julho de 2015 frente ao mesmo período de 2014 caiu 1,83% em Mato Grosso do Sul, recuando de 126,9 milhões de litros para 124,5 milhões de li...</td>\n",
       "      <td>337397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>As vendas de etanol pelas usinas do centro-sul do Brasil continuaram aquecidas em agosto, registrando um crescimento de 34,26% na comparação com o mesmo período de 2014, informou nesta quarta-feira a União da Indústria de Cana-de-açúcar (Unica). Vendas de etanol crescem em agosto (Foto: Divulga...</td>\n",
       "      <td>354828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Consumo de etanol em MT é maior que o de gasolina, aponta levantamento da ANP O volume de consumo do etanol passou de 214 milhões de litros, em 2017, para 316 milhões em 2018. Já o consumo de gasolina comum apresentou queda de 16%.</td>\n",
       "      <td>5398701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Etanol ficou mais caro em parte dos postos de Ribeirão Preto (Foto: Paulo Souza/EPTV) Os motoristas de Ribeirão Preto (SP) tiveram uma surpresa na manhã desta sexta-feira (19) ao encontrarem o litro do etanol a R$ 2,89 em parte dos postos da cidade. O valor é R$ 0,10 acima do preço máximo até e...</td>\n",
       "      <td>206919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Motoristas de Ribeirão Preto (SP) foram surpreendidos nesta quinta-feira (17) por uma elevação de 11,4% no preço do etanol nas bombas. O combustível que custava em média R$ 1,972 o litro saltou para R$ 2,197, segundo cotação da Agência Nacional de Petróleo (ANP). O etanol subiu cerca de R$ 0,20...</td>\n",
       "      <td>347194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Etanol no Centro-Oeste de Minas teve reajuste no preço (Foto: Reprodução/TV Integração) O aumento no preço do etanol começou a ser visto e sentido nos postos de combustíveis de Divinópolis e outras cidades da região Centro-Oeste de Minas Gerais. Segundo a Agência Nacional do Petróleo (ANP), o p...</td>\n",
       "      <td>848559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O texto publicado hoje altera o parágrafo terceiro do artigo 10 da portaria 116, de 5 de julho de 2000, da ANP, que passa a vigorar com a seguinte redação: \"Os revendedores varejistas de combustíveis que comercializarem álcool etílico hidratado combustível ou etanol hidratado combustível deverã...</td>\n",
       "      <td>2321347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO - Com vendas em queda este ano, na esteira da crise econômica, distribuidoras e postos de combustíveis foram rápidos no gatilho nesta sexta-feira no repasse para o consumidor final do aumento do PIS/Cofins que incide sobre a gasolina, o álcool e o diesel. De acordo com a Agência Nacional do...</td>\n",
       "      <td>4752002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Valor Online Tamanho do texto O Brasil atingiu novo recorde de produção de petróleo e gás natural em outubro. De acordo com o boletim mensal de produção da Agência Nacional de Petróleo, Gás Natural e Biocombustíveis (ANP) foram produzidos 2,976 milhões de barris diários de óleo equivalente (BOE...</td>\n",
       "      <td>3815916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A produção total de petróleo e gás natural no Brasil no mês de agosto atingiu 2,89 milhões de barris de óleo equivalente (BOE) por dia, sendo 2,326 milhões de barris diários de petróleo e 90,9 milhões de metros cúbicos de gás natural. De acordo com a Agência Nacional do Petróleo, Gás Natural e ...</td>\n",
       "      <td>3281320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Bacia de Campos registrou a maior produção de petróleo por dia (Foto: Petrobras/Divulgação) A produção de petróleo no Brasil em junho atingiu 2,246 milhões de barris diários, superando o recorde anterior de 2,231 milhões de barris por dia, alcançado em janeiro de 2012, informou nesta quinta-fei...</td>\n",
       "      <td>732198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A produção de petróleo no Brasil atingiu recorde de 2,246 milhões de barris por dia em junho e superou o recorde anterior de 2,231 milhões de barris registrado em janeiro de 2012. informou hoje (7) a Agência Nacional do Petróleo (ANP). Houve aumento de 2,6% na produção de petróleo em relação a ...</td>\n",
       "      <td>3284320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Reuters Tamanho do texto SÃO PAULO (Reuters) - A produção de petróleo no Brasil em julho somou 2,623 milhões de barris por dia, informou a Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) nesta segunda-feira, o que representa queda de 1,9 por cento na comparação com junho, mas ...</td>\n",
       "      <td>4826100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Bomba de combustível (Foto: Marcelo Brandt/G1) Uma microempresa da Serra deve receber mais de R$ 30 mil de indenização após ter abastecido o caminhão com combustível adulterado. O posto e a empresa fornecedora do combustível foram condenadas a pagar R$ 24.322,80 por danos materiais e R$ 6.570 p...</td>\n",
       "      <td>14366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Investigação da Polícia Civil apura venda clandestina de botijões de gás em Amparo (Foto: Reprodução/EPTV) A Justiça de Amparo (SP) determinou na tarde desta sexta-feira (15) a soltura dos sete suspeitos de participação na venda clandestina de botijões de gás na cidade, entre eles, o vereador P...</td>\n",
       "      <td>5001930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Polícia apreende combustível adulterado no Rio Policiais do Departamento de Repreensão ao Crime Organizado do Rio de Janeiro apreenderam nesta sexta-feira 100 mil litros de combustível adulterado, que iria abastecer cerca de 500 postos de gasolina na zona Sul do Rio, informou a GloboNews. Foi s...</td>\n",
       "      <td>2913677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>São Paulo, 4 - Sete postos de combustíveis em São José do Rio Preto foram fechados nesta sexta-feira, 4, pela Secretaria da Fazenda de São Paulo. A Operação De Olho na Bomba investigou os estabelecimentos que tiveram as inscrições estaduais cassadas por estocagem e comercialização de combustíve...</td>\n",
       "      <td>1780391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O Posto da Torre, localizado no Setor Hoteleiro Sul, em Brasília, poderá ser obrigado a ressarcir possíveis danos materiais causados aos consumidores que abasteceram seus carros no local entre março e maio de 2014. A 2ª Promotoria de Justiça de Defesa do Consumidor (Prodecon) ajuizou ação com o...</td>\n",
       "      <td>4249413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O preço da gasolina ficará mais caro a partir deste sábado (14). A Petrobrás anunciou que reajustará o valor dos combustíveis, sendo que a gasolina ficará 0,80% mais cara, enquanto o valor do diesel cai 0,20%. Segundo a Agência Nacional do Petróleo (ANP), atualmente o valor médio do litro da ga...</td>\n",
       "      <td>4898264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Petróleo, Gás Natural e Biocombustíveis (ANP) divulgou, nesta segunda-feira (17), nova pesquisa de preços em postos de combustíveis em 16 municípios cearenses. Ao todo, foram consultados 227 postos entre os dias 9 e 15 de novembro, após a aplicação do reajuste dos preços d...</td>\n",
       "      <td>632676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Após terminar 2018 em alta acima da inflaçã o, o preço médio da gasolina e do diesel nas bombas caiu na primeira semana de 2019, segundo levantamento divulgado nesta segunda-feira (7) pela Agência Nacional do Petróleo, do Gás Natural e dos Biocombustíveis (ANP). Na semana encerrada em 5 de jane...</td>\n",
       "      <td>5693310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Segundo a Agência Nacional do Petróleo, do Gás Natural e dos Biocombustíveis (ANP), o preço médio do diesel nas bombas já acumula alta de 8% no ano. O valor está acima da inflação acumulada no ano, de 0,92%, segundo o Instituto Brasileiro de Geografia e Estatística (IBGE).</td>\n",
       "      <td>5294496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os caminhoneiros protestam contra a disparada do preço do diesel que faz parte da política de preços da Petrobras, em vigor desde julho. Entretanto, a empresa anunciou nesta quarta que o preço do diesel deve cair 1,54% nas refinarias. Segundo a Agência Nacional do Petróleo, do Gás Natural e dos...</td>\n",
       "      <td>5293163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Dilma pretende, finalmente, acertar os is com o PC do B. Deve se encontrar com Renato Rabelo, presidente do partido, antes do fim da semana. O PC do B avisa: quer o Ministério do Esporte, a Autoridade Pública Olímpica e a empresa Brasil 2016. E conta com a permanência de Orlando Silva à frente ...</td>\n",
       "      <td>2091347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>5 Reforma da Previdência vale por apenas 10 anos, mas é a possível, diz Padilha</td>\n",
       "      <td>4180727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.8148</td>\n",
       "      <td>Ninguém entendeu o que aconteceu com a OGX O mercado foi surpreendido com a notícia da empresa OGX, do empresário Eike Batista, que vai parar o seu único campo de petróleo em produção. A empresa tinha registrado há um ano na ANP que esse campo era comercial. Leia o comentário exibido em 02/07/2...</td>\n",
       "      <td>1147130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.7716</td>\n",
       "      <td>Parcela do IR dos servidores, retida pelo Estado do Rio, vai para o Rioprevidência</td>\n",
       "      <td>5491236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.7388</td>\n",
       "      <td>Estadão - Portal do Estado de S. Paulo Politica » ANP para Chevron: não tem fur…</td>\n",
       "      <td>1872093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Disputa com Canadá não afeta setor de petróleo O diretor-geral da Agência Nacional do Petróleo (ANP), David Zylbersztajn, disse que não há atividade de empresas petrolíferas canadenses no Brasil. Ele acredita que não haverá impactos da disputa comercial entre os dois países no setor de petróleo...</td>\n",
       "      <td>3122261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>- Brenno Carvalho / Agência O Globo/5-9-2017 RIO - Grupos internacionais liderados por uma gigante chinesa pretendem construir uma refinaria no Maranhão. O anúncio foi feito na manhã desta sexta-feira pelo secretário de Óleo e Gás do ministério de Minas e Energia, Márcio Félix, que não revelou ...</td>\n",
       "      <td>4974821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A petroleira investiu cerca de US$ 360 milhões na construção da plataforma, \"projetada para atender aos cronogramas operacionais de exploração e produção da companhia nos próximos anos e dar suporte à eventual estratégia de incorporação de novos blocos exploratórios em águas rasas, dependente a...</td>\n",
       "      <td>1739134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Lima também destacou que o Brasil, diferentemente de outros países produtores de petróleo, não tem suas atividades concentradas em uma única atividade. \"Por isso, não vamos correr os riscos de ter os problemas de outros países que sofrem com a doença do petróleo. A chamada doença holandesa, que...</td>\n",
       "      <td>2149708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O diretor geral da Agência Nacional do Petróleo (ANP), Haroldo Lima, convocou há pouco investidores a aplicar seus recursos no Brasil. Relembrando seu passado no PCdoB, recorreu a Karl Marx - \"as finanças não geram riquezas mas são imprescindíveis para gerar riquezas\" - ao defender os investime...</td>\n",
       "      <td>2149757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>veja todos os destaques ›</td>\n",
       "      <td>1053810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Reuters Tamanho do texto Por Paula Arend Laier SÃO PAULO (Reuters) - O principal índice da bolsa brasileira fechou em queda nesta quinta-feira, pressionado pelas ações da Petrobras e do setor financeiro, em meio à expectativa de divulgação à noite de nova pesquisa eleitoral. O aumento da tensão...</td>\n",
       "      <td>4160558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O principal índice da Bovespa fechou em queda nesta quinta-feira (8), pressionado pelas ações da Petrobras, papéis do setor financeiro e balanços trimestrais. A queda dos principais índices acionários dos Estados Unidos, por conta da tensão vinda do conflito na fronteira da Ucrânia com a Rússia...</td>\n",
       "      <td>731807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.9829</td>\n",
       "      <td>O Ibovespa encerrou com variação negativa de 0,01 por cento, a 50.973 pontos. O pregão teve giro financeiro de 5,9 bilhões de reais. A principal influencia positiva no índice veio das ações ordinárias e preferenciais da Petrobras com ganhos de mais de 2 e 1 por cento, respectivamente. A Agência...</td>\n",
       "      <td>1485857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.9603</td>\n",
       "      <td>O principal índice da Bovespa encerrou o pregão desta segunda-feira (6) próximo da estabilidade, esvaziando as perdas registradas durante o dia em meio a ajuste após a alta de sexta-feira e a estreia da nova carteira de ações do Ibovespa. O Ibovespa fechou com variação negativa de 0,01%, a 50.9...</td>\n",
       "      <td>935117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO DE JANEIRO (Reuters) - A retomada das operações na Refinaria de Paulínia (Replan), que era aguardada para esta sexta-feira, deverá ocorrer somente na semana que vem, uma vez que depende do atendimento de algumas condições técnicas e de segurança, disse à Reuters o diretor da Agencia Naciona...</td>\n",
       "      <td>5572023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Petrobras informou hoje (5) ter recebido autorização da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) para operação de todas as unidades do Trem 1 de refino da Refinaria Abreu e Lima, em Pernambuco. Com a medida tomada pela ANP, a empresa fica autorizada a produzir diesel ...</td>\n",
       "      <td>3277274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Petrobras confirmou nesta segunda-feira (22) que o prazo para a retomada integral da produção integral na Refinaria de Paulínia (Replan) segue incerto, em virtude de danos provocados pela explosão seguida de incêndio há dois meses . Além disso, destacou que houve a entrega de um relatório do ...</td>\n",
       "      <td>5441934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO - A Petrobras informou nesta quarta-feira que a Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) acaba de liberar a Refinaria de Paulínia (Replan), em São Paulo, para voltar à produção, após inspeção do isolamento das áreas atingidas por incêndio no último dia 20. A refinar...</td>\n",
       "      <td>5562767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>\"A companhia cumpre todas as exigências e procedimentos estabelecidos nas normas da ANP e busca permanentemente adotar a melhor solução para as solicitações feitas pela agência reguladora\", diz o comunicado. Segundo a Petrobras, a ANP lavrou um auto de infração e, \"em decisão de primeiro grau n...</td>\n",
       "      <td>1867347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Teixeira ressalta ainda que a agricultura familiar não tem acesso aos recursos tecnológicos oferecidos ao agronegócio - o que também é um obstáculo para que essas oleaginosas entrem no espaço hoje ocupado pelo óleo de soja. Mas o professor estima que, em três ou cinco anos, com o desenvolviment...</td>\n",
       "      <td>2029676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Kardec explicou que com a safra da cana-de-açúcar deste ano afetada pelo excesso de chuvas, haverá menos teor de sacarose, o que propicia um teor mais de álcool a ser extraído. Com os preços baixos, e endividamento das usinas, há uma tendência de as empresas segurarem o produto na expectativa d...</td>\n",
       "      <td>2388161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.9452</td>\n",
       "      <td>A Cargill entrou oficialmente no mercado de biodiesel com o início, ontem, das operações de sua primeira fábrica do combustível, em Três Lagoas (MS). Com capacidade de produção de 252 milhões de litros de biodiesel por ano, tendo a soja como matéria-prima, a unidade da Cargill é integrada à esm...</td>\n",
       "      <td>1712938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.9241</td>\n",
       "      <td>Nas últimas semanas, o mercado foi influenciado pelos ataques aéreos promovidos pelos EUA contra militantes do grupo Estado Islâmico no Iraque, pelas lutas armadas na Líbia, pelos conflitos entre Israel e Hamas na Faixa de Gaza, além das tensões entre Rússia e Ocidente envolvendo a crise na Ucr...</td>\n",
       "      <td>1397796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0.9075</td>\n",
       "      <td>A expectativa é de dobrar esta capacidade até o final de 2011. \"Já investimos na capacidade de tancagem suficiente para uma produção de 200 milhões de litros por ano\", disse ele. A empresa não forneceu dados de investimentos na planta. Segundo ele, a planta já vendeu 6 milhões de litros de biod...</td>\n",
       "      <td>2095181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Viajar em um motorhome é ser acolhido em qualquer lugar do mundo</td>\n",
       "      <td>4878116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>11.0</td>\n",
       "      <td>0.8501</td>\n",
       "      <td>Abbas pediu uma reunião, em caráter de urgência, com o Conselho de Segurança da ONU e a Liga Árabe. A União Europeia, por sua vez, pediu uma investigação completa sobre o ataque às embarcações. Ainda nesta segunda-feira, o primeiro-ministro da Turquia, Recep Tayyip Erdogan, cancelou sua visita ...</td>\n",
       "      <td>2220081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>11.0</td>\n",
       "      <td>0.8427</td>\n",
       "      <td>O presidente da Bolívia, Evo Morales, viajou a Haia para acompanhar discussões em tribunal — Foto: Bas Czerwinski/ANP/AFP O Tribunal Eleitoral Boliviano deu nesta terça-feira (4) sinal verde ao presidente Evo Morales para disputar um quarto mandato consecutivo, apesar dos protestos populares e ...</td>\n",
       "      <td>5631742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>11.0</td>\n",
       "      <td>0.8333</td>\n",
       "      <td>Com a Comissão Parlamentar de Inquérito (CPI) da Petrobras instalada, o PMDB deu na terça-feira, 19, sinais de independência em relação ao Palácio do Planalto. O partido tem três senadores entre os 11 titulares e será o fiel da balança na comissão. O PMDB pretende usar a CPI como instrumento de...</td>\n",
       "      <td>2431663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>11.0</td>\n",
       "      <td>0.8254</td>\n",
       "      <td>O presidente boliviano, Evo Morales, promulgou ontem uma lei que pune com multa e suspensão da licença de funcionamento os meios de comunicação \"que publicarem ideias racistas e discriminatórias\". A medida - que já havia sido aprovada pela Câmara e pelo Senado, ambos com maioria governista - é ...</td>\n",
       "      <td>2130834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Reuters Tamanho do texto RIO DE JANEIRO (Reuters) - A agência reguladora do setor de petróleo (ANP) busca permitir que petroleiras adotem em contratos antigos as novas regras de conteúdo local, consideradas mais simples e flexíveis pelo mercado. Os contratos de concessão de áreas de petróleo e ...</td>\n",
       "      <td>4745843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Publicidade O CNPE (Conselho Nacional de Política Energética) estabeleceu nova diretriz para o leilão da área de Libra, no pré-sal, endossando mudanças feitas anteriormente pela ANP. A alteração também atende uma recomendação feita pelo TCU (Tribunal de Contas da União) O conselho estabeleceu q...</td>\n",
       "      <td>3926062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Petróleo, Gás e Biocombustíveis (ANP) manteve a maior parte do conteúdo local mínimo exigido em contrato para a construção subsitema UEP do projeto Piloto de Libra, uma das maiores reservas de pré-sal. A análise do pedido feito pelo Consórcio Libra de isenção das regras fo...</td>\n",
       "      <td>4882106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANP propõe elevar de 25% para 40% a exigência mínima de equipamentos e serviços nacionais na construção de plataformas de produção (Foto: Daniel Silveira/G1) A Agência Nacional de Petróleo, Gás Natural e Biocombustíveis (ANP) informou nesta segunda-feira (11) que pediu ao Tribunal de Contas da ...</td>\n",
       "      <td>4993221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Plataforma de petróleo na Baía de Guanabara - Fábio Guimarães / Agência O Globo RIO - Onze petroleiras, entre elas a Petrobras, já pediram à Agência Nacional do Petróleo (ANP) mudança em 57 contratos, com o objetivo de flexibilizar as regras de conteúdo local para explorar e produzir petróleo n...</td>\n",
       "      <td>5414245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Senado reconduz Guerreiro à Anatel O plenário do Senado acaba de aprovar a recondução ao cargo do presidente da Anatel, Renato Guerreiro, e do diretor-geral da ANP, David Zylbersztajn. As votações estavam previstas para ocorrer amanhã, mas foram antecipadas em acordo entre os líderes partidáris...</td>\n",
       "      <td>3130876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Romeu Tuma quer SP agindo contra máfia dos jogos O senador Romeu Tuma (DEM-SP) vai pedir ao superintendente da Polícia Federal, delegado Paulo Lacerda, que inclua São Paulo na ação contra máfia dos jogos. Ele argumenta não ter entendido porque São Paulo foi excluído da Operação Hurricane (Furac...</td>\n",
       "      <td>2743167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>PF apreende jóias, dinheiro e carros em 70 buscas Mais de 130 anéis, 40 pulseiras, correntes de ouro, dezenas de relógios de marcas de luxo, cheques e dinheiro em espécie - e até um veleiro de 41 pés batizado com o nome \"Bandida\", de propriedade de um dos advogados presos. Estes são alguns dos ...</td>\n",
       "      <td>2742566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>STF prorroga prisão dos 25 presos na Operação Hurricane A pedido da Polícia Federal (PF) e do Ministério Público, o ministro Cezar Peluso, do Supremo Tribunal Federal (STF), prorrogou por cinco dias a prisão dos 25 suspeitos de envolvimento com a máfia dos jogos ilegais. Eles foram presos na ch...</td>\n",
       "      <td>2742377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Governo não cogita sanção a diretor da ANP, diz ministro \"O diretor Haroldo Lima tem mandato. Ele foi eleito e aprovado pelo Senado\", afirma Lobão</td>\n",
       "      <td>2626425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Preso acusado de envolvimento com a milícia logo após casar - Divulgação/Polícia Civil RIO - Um homem acusado de envolvimento com uma milícia na Zona Oeste foi preso durante seu casamento, na manhã desta quarta-feira. Bruno Barbosa da Silva, 31 anos, acusado de homicídio, havia acabado de assin...</td>\n",
       "      <td>5234460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.9268</td>\n",
       "      <td>A menos de duas semanas da votação do impeachment da presidente Dilma no Senado, o Ministério da Justiça baixou a Portaria 490, de 25 de abril, definindo o novo Regimento Interno da Polícia Federal. Instituição mais emblemática da República, a PF é enaltecida pelas ruas e alvo de constantes crí...</td>\n",
       "      <td>1223625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.8089</td>\n",
       "      <td>Policiais civis fazem hoje (25) uma operação para desarticular o braço financeiro da milícia Liga da Justiça, principal grupo paramilitar que atua na zona oeste do Rio de Janeiro. Segundo a assessoria de imprensa da Polícia Civil, o grupo atua em vários campos como o transporte ilegal em vans, ...</td>\n",
       "      <td>5233443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.7806</td>\n",
       "      <td>Várias regiões da cidade do Rio de Janeiro terão pontos nesta quarta-feira (27) de encontro onde os cariocas poderão parar por pelo menos 15 minutos a sua rotina e realizar uma atividade física. Trata-se do Dia do Desafio 2015, data em que mais de 3 mil cidades espalhadas pelo mundo estarão mob...</td>\n",
       "      <td>453724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.7638</td>\n",
       "      <td>Rio de Janeiro 25/04/2018 Operavßv£o da Polv?cia Civil e ANP em comv©rcio de gv°s clandestino na Zona Oeste. Na foto, depv=sito irregular na avenida Cesv°rio de Melo, em Campo Crande. Foto Marcelo Regua / Agencia O Globo - Marcelo Regua / Agência O Globo RIO - A Policia Civil estima que a milíc...</td>\n",
       "      <td>5234598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Álcool fica 1,3% mais caro em intervalo de uma semana O preço do álcool anidro aumentou 1,3% nos postos brasileiros da semana encerrada no dia 18 de fevereiro para a encerrada no dia 25 do mesmo mês. De acordo com a pesquisa da Agência Nacional de Petróleo (ANP), o preço médio do produto passou...</td>\n",
       "      <td>2829339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Valor médio em Macaé é R$ 3,18 (Foto: Paulo Chiari/EPTV) A cidade de Macaé, interior do estado do Rio de Janeiro, tem um dos postos com a gasolina mais cara do estado, vendida a R$ 3,34 o litro, segundo o sistema de levantamento de preços da Agência Nacional do Petróleo (ANP). Os dados foram co...</td>\n",
       "      <td>1064678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Gasolina adulterada em 3 postos de SP Três postos de combustível que vendiam gasolina adulterada, com teor de benzeno superior ao índice de 2% estabelecido pela Agência Nacional de Petróleo (ANP), foram interditados em São Paulo durante esta semana e autuados em processos administrativos que po...</td>\n",
       "      <td>3092673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Pesquisa considera preços que constam nas bombas (Foto: Ricardo Welbert/G1) Uma pesquisa de preços realizada entre os dias 4 e 10 deste mês de setembro pela Agência Nacional do Petróleo (ANP) revela variação de 5,16% nos preços cobrados pelo litro da gasolina em Divinópolis. O valor médio é de ...</td>\n",
       "      <td>23944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANP interdita bombas de postos em SP A Agência Nacional do Petróleo (ANP) interditou nesta segunda-feira bombas de gasolina em cinco postos revendedores em São Paulo e outro em Sumaré, no interior do Estado. Os postos interditados estavam vendendo gasolina com teor de álcool maior do que o perm...</td>\n",
       "      <td>3014249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A reunião de diretoria aconteceu no último dia 15. A OGX pediu extensão do prazo dos planos até a deliberação e aprovação do plano de recuperação judicial. O pedido foi feito para os poços 1-OGX-79-RJS (Itacoatiara), 1-OGX-100-RJS (Viedma), 1-OGX-1-RJS (Vesúvio), 1-OGX-104-RJS (Tulum), 1-OGX-11...</td>\n",
       "      <td>1477522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A petroleira havia pedido uma extensão do prazo dos planos de avaliação de descoberta para poços nestes blocos, mas a ANP não aceitou, em decisão tomada em reunião de diretoria no dia 15. Serão devolvidos os poços e blocos 1-OGX-79-RJS (Itacoatiara) - C-M-466 (BM-C-39); PAD 1-OGX-100-RJS (Viedm...</td>\n",
       "      <td>1476495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por Sabrina Lorenzi RIO DE JANEIRO, 28 Ago (Reuters) - A petroleira OGX afirmou nesta quarta-feira em comunicado que a empresa estatal malaia Petronas, com a qual firmou acordo para venda de fatia de dois blocos na bacia de Campos, não tem direito de adiar o fechamento financeiro da transação e...</td>\n",
       "      <td>3180591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>16.0</td>\n",
       "      <td>0.9325</td>\n",
       "      <td>Por Sabrina Lorenzi RIO DE JANEIRO, 28 Ago (Reuters) - A petroleira OGX afirmou nesta quarta-feira em comunicado que a empresa estatal malaia Petronas, com a qual firmou acordo para venda de fatia de dois blocos na bacia de Campos, não tem direito de adiar o fechamento financeiro da transação e...</td>\n",
       "      <td>1080404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>16.0</td>\n",
       "      <td>0.9257</td>\n",
       "      <td>Por Gustavo Bonato e Roberto Samora SÃO PAULO, 1 Jul (Reuters) - A OGX, do empresário Eike Batista, anunciou nesta segunda-feira que suspenderá o desenvolvimento de três campos de petróleo e interrompeu a construção de cinco plataformas, motivando queda de até 39 por cento das ações da companhi...</td>\n",
       "      <td>1154595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>\"Esta é uma questão que vem sendo examinada há muito tempo. Mas o governo tem um cuidado especial com a inflação e, neste momento, não há nenhuma decisão do governo no sentido de aumentar o preço dos combustíveis\", frisou. Sobre a criação da diretoria da Petrosal, empresa que deve cuidar dos ne...</td>\n",
       "      <td>1816773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>SÃO PAULO (Reuters) - A Petrobras deverá concluir até o fim deste ano ajustes em seu plano estratégico, que terão como objetivo incluir movimentos de adaptação a mudanças esperadas para o futuro na indústria de petróleo, disse a jornalistas nesta segunda-feira o presidente da estatal, Pedro Par...</td>\n",
       "      <td>4978702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Raphaela Ribas Tamanho do texto O seminário “Reage, Rio!”, que começa amanhã, no Museu de Arte do Rio, na Praça Mauá, vai ser disponibilizado gratuitamente e em tempo real nos sites dos jornais EXTRA (www.extra.globo.com) e “O Globo” (www.globo.com.br) nos dois dias do evento. A proposta do sem...</td>\n",
       "      <td>4814842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Preço competitivo será prioridade na ANP, diz Rego Barros O novo diretor-geral da Agência Nacional do Petróleo (ANP), Sebastião do Rego Barros, disse na tarde desta quarta-feira que a prioridade da sua gestão será o incentivo ao preço competitivo dos combustíveis do País. Ele afirmou em seu dis...</td>\n",
       "      <td>3069374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Deputados e senadores de Estados não produtores começaram a recolher assinaturas para um requerimento de urgência para a votação do veto da presidente Dilma Rousseff sobre a distribuição de royalties do petróleo de áreas já licitadas. Governadores desses Estados se reuniram ontem em Brasília pa...</td>\n",
       "      <td>1649600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Publicidade Com a aquisição da britânica BG, a Shell será a principal sócia da Petrobras na exploração e no desenvolvimento dos campos do pré-sal, maior foco de investimentos da companhia brasileira. A BG já é a mais importante sócia da Petrobras, com participação minoritária em cinco áreas do ...</td>\n",
       "      <td>3903221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Petrobrás anunciou ontem à noite a venda à petroleira nacional OGX Petróleo e Gás de sua participação de 40% no bloco BS-4, na Bacia de Santos (litoral norte de São Paulo). Para comprar o bloco, a companhia informou ter investido US$ 270 milhões. Pertencente ao grupo empresarial controlado pe...</td>\n",
       "      <td>1654384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Apenas os recursos da área da cessão onerosa e o potencial recuperável dos dois campos do pré-sal (Lula e Sapinhoá) que a Petrobras declarou comercialidade à Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) equivalem a tudo o que a companhia produziu desde sua fundação, em 1953...</td>\n",
       "      <td>1679626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Bacia de Campos em 2009 respondia por 86% da produção do País e hoje tem participação de 80%. Nesse principal centro produtor nacional, a queda desde janeiro deste ano foi de 200 mil barris/dia, ou cerca de 11% da produção total. Recuos reincidentes dos últimos tempos preocupam a Agência Naci...</td>\n",
       "      <td>1687380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Shell fecha contrato para exploração na Bacia de Campos A Shell Brasil fechou nesta segunda-feira os primeiros contratos para o desenvolvimento dos campos de Ostra, Abalone e Argonauta no bloco BC-10, em águas profundas na Bacia de Campos, área localizada no litoral do Espírito Santo. O projeto...</td>\n",
       "      <td>2779926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.8342</td>\n",
       "      <td>BrasÃ­lia A ANTT (AgÃªncia Nacional de Transportes Terrestres) informou nesta quinta-feira (6) que comeÃ§arÃ¡ a fiscalizar a aplicaÃ§Ã£o da tabela de preÃ§os mÃ­nimos de frete. O anÃºncio foi feito apÃ³s demanda da categoria pela inspeÃ§Ã£o. Em ediÃ§Ã£o extra do DiÃ¡rio Oficial da UniÃ£o, a agÃ...</td>\n",
       "      <td>5480439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.8268</td>\n",
       "      <td>BrasÃ­lia A ANTT (AgÃªncia Nacional de Transportes Terrestres) divulgou nesta quarta-feira (5) tabela com novos preÃ§os mÃ­nimos de frete. Inicialmente, a ANTT informou que a mÃ©dia do reajuste foi de 5%. No fim da manhÃ£, a agÃªncia reguladora detalhou que o reajuste varia de 1,66% a 6,24%, de...</td>\n",
       "      <td>5480664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.6781</td>\n",
       "      <td>Rio de Janeiro A ANP (AgÃªncia Nacional do PetrÃ³leo, GÃ¡s e BiocombustÃ­veis) divulgou nesta quarta (8) proposta de fÃ³rmula para o cÃ¡lculo do preÃ§o do diesel a partir de setembro. O modelo inclui custos de importaÃ§Ã£o do combustÃ­vel e deve aumentar o valor de venda por refinarias e import...</td>\n",
       "      <td>5465580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.6667</td>\n",
       "      <td>SÃ£o Paulo Sem apresentar estudos tÃ©cnicos, o ministro de Minas e Energia, Moreira Franco (MDB-RJ) anunciou, nesta quinta-feira (6), a realizaÃ§Ã£o de leilÃµes regionais para contratar usinas a gÃ¡s natural, que poderÃ¡ elevar a conta de luz dos consumidores em R$ 2 bilhÃµes. As usinas substit...</td>\n",
       "      <td>5480454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.6615</td>\n",
       "      <td>BrasÃ­lia O presidente do Senado, EunÃ­cio Oliveira (MDB-CE), afirmou nesta sexta-feira (1Â°) que o presidente da Petrobras precisa ter visÃ£o empresarial, sensibilidade social e responsabilidade polÃ­tica. A afirmaÃ§Ã£o foi feita apÃ³s a demissÃ£o de Pedro Parente do comando da estatal. Parent...</td>\n",
       "      <td>5316917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A bolsa de valores de Atenas permanecerá fechada até quarta-feira (8), em linha com o fechamento dos bancos do país, informou a Comissão Grega de Mercados de Captiais, enquanto a Grécia corre contra o tempo para evitar a falência e permanecer na zona do euro. Bolsa de Atenas seguirá fechada até...</td>\n",
       "      <td>415337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O primeiro-ministro grego, Alexis Tsipras (segundo à esquerda) chega para reunião de líderes políticos em Atenas nesta segunda-feira (6) (Foto: Alkis Konstantinidis/Reuters) O Fundo Monetário Internacional (FMI) está monitorando de perto a situação e está \"pronto para ajudar a Grécia se solicit...</td>\n",
       "      <td>416209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O primeiro-ministro grego, Alexis Tsipras (segundo à esquerda), chega para reunião de líderes políticos em Atenas nesta segunda-feira (6) (Foto: Alkis Konstantinidis/Reuters) O primeiro-ministro grego Alexis Tsipras concordou, em uma conversa por telefone com a chanceler alemã Angela Merkel, qu...</td>\n",
       "      <td>416310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Aposentados aguardam abertura de banco em Atenas para sacar benefícios (Foto: Christian Hartmann/Reuters) O Banco Central Europeu (BCE) decidiu nesta segunda-feira (6) manter a linha de liquidez de emergência (ELA, na sigla em inglês) aos bancos gregos. Em comunicado, o BCE afirmou que a provis...</td>\n",
       "      <td>416020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O presidente da Comissão Europeia, Jean-Claude Juncker, afirmou que deseja evitar a saída da Grécia da zona do euro e que chegou o momento de um novo encontro à mesa de negociações, poucas horas antes de uma reunião de cúpula da Eurozona sobre a crise. Jean-Claude Juncker participa de audiência...</td>\n",
       "      <td>415399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Olmert e Abbas reúnem-se para discutir futuro Estado palestino Esta é a primeira vez que um premiê israelense se reúne com o presidente da ANP em território palestino</td>\n",
       "      <td>2724714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Negociadores israelenses e palestinos se reunirão nos EUA Porta-voz de Mahmoud Abbas diz que reunião tem objetivo de impulsionar processo de paz entre a ANP e Israel</td>\n",
       "      <td>2591985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Abbas pede fim dos assentamentos israelenses Presidente da ANP alerta sobre o desastre que poderá acontecer caso Israel não cumpra suas promessas</td>\n",
       "      <td>2672460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.8508</td>\n",
       "      <td>Israel e Hamas se reunirão no Egito na quinta, diz embaixador Encontro, que também terá a presença da ANP, deve discutir a proposta franco egípcia de cessar-fogo em Gaza</td>\n",
       "      <td>2502725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.7388</td>\n",
       "      <td>Presidente da ANP diz que agressão deve parar Segundo Mahmoud Abbas, Israel será o responsável por enxurrada de sangue se não aceitar acordo de trégua</td>\n",
       "      <td>2501263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Após 15 dias, o corpo de um dos três funcionários desaparecidos após a explosão no navio-plataforma FPSO Cidade de São Mateus foi localizado na embarcação, segundo informou nesta quinta-feira (26) a BW Offshore, operadora responsável. Sendo assim, sobe para sete o número de mortos na explosão o...</td>\n",
       "      <td>537525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Filho de indiano esteve no DML para liberar corpo do pai (Foto: Fiorella Gomes/ CBN Vitória) O corpo da quinta vítima da explosão do navio-plataforma Cidade São Mateus, no litoral do Espírito Santo, foi identificado e liberado nesta segunda-feira (16). Segundo a Polícia Civil do estado, o filho...</td>\n",
       "      <td>546516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Navio-plataforma onde ocorreu explosão que deixou cinco mortos (Foto: Bernardo Coutinho/ A Gazeta) As buscas pelos quatro desaparecidos dentro do navio-plataforma Cidade de São Mateus, onde ocorreu uma explosão na quarta-feira (11), no litoral de Aracruz, no Espírito Santo, foram suspensas no f...</td>\n",
       "      <td>548769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Famílias aguardando liberação no DML (Foto: Reprodução/ TV Gazeta) Os corpos de quatro das cinco vítimas da explosão no navio-plataforma Cidade de São Mateus, em Aracruz, no Norte do Espírito Santo, foram liberados pelo Departamento Médico Legal (DML) de Vitória no início da tarde desta sexta-f...</td>\n",
       "      <td>548915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Mossoroense, Luiz Cláudio Nogueira, de 43 anos, trabalhava como técnico de segurança na BW Offshore (Foto: Arquivo familiar) O corpo do técnico de segurança Luiz Cláudio Nogueira, morto na explosão na casa de bombas do navio-plataforma FPSO Cidade de São Mateus, que presta serviços para a Petro...</td>\n",
       "      <td>548428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Reuters Tamanho do texto Por Sabrina Lorenzi RIO DE JANEIRO, 4 Out (Reuters) - A Repsol Sinopec e a Petrogal Brasil, ambas com participação da chinesa Sinopec, poderão participar sem restrições do leilão de Libra, para o qual pagaram taxa de participação, informou nesta sexta-feira à Reuters um...</td>\n",
       "      <td>4187304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO DE JANEIRO, 21 Out (Reuters) - A Petrobras, a anglo-holandesa Shell, a francesa Total e as estatais chinesas CNPC e CNOOC venceram o leilão da área de Libra, no pré-sal, com uma oferta mínima de óleo lucro de 41,65 por cento. O consórcio foi o único a apresentar proposta em evento da Agênci...</td>\n",
       "      <td>1009886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por Sabrina Lorenzi RIO DE JANEIRO, 20 Set (Reuters) - O leilão da reserva petrolífera de Libra poderá contar com mais de três consórcios concorrentes, sinalizou nesta sexta-feira a diretora-geral da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP), Magda Chambriard. Questionad...</td>\n",
       "      <td>1049041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por Sabrina Lorenzi RIO DE JANEIRO, 20 Set (Reuters) - O leilão da reserva de petróleo de Libra poderá contar com mais de três consórcios concorrentes, sinalizou nesta sexta-feira a diretora-geral da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP), Magda Chambriard. Apenas 11 ...</td>\n",
       "      <td>1048952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por Denise Luna RIO (Reuters) - O prospecto Libra, área ainda não licitada no pré-sal da bacia de Santos, possui aproximadamente 8 bilhões de barris de óleo equivalente, disse nesta segunda-feira o secretário de Petróleo e Gás do Ministério de Minas e Energia, Marco Antônio Almeida. O volume ci...</td>\n",
       "      <td>3209038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO - O procurador da República Eduardo Santos, do Ministério Público Federal em Campos dos Goytacazes, afirmou nesta segunda-feira que não descarta pedir à Justiça a prisão preventiva de executivos da Chevron, responsável pelo vazamento de 2,4 mil barris de óleo no campo de Frade, em novembro,...</td>\n",
       "      <td>1804902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Na decisão, o juiz Vlamir Costa Magalhães destacou o interesse público diante da gravidade dos fatos graves e supostamente ilícitos apurados. Segundo ele, a possível saída dos executivos do Brasil geraria sério risco à investigação. \"Tais indivíduos possuem, aparentemente, nacionalidade estrang...</td>\n",
       "      <td>1805874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Chevron ainda não foi comunicada sobre decisão da ANP A Chevron ainda não foi comunicada da decisão da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) de suspender as atividades de perfuração da empresa em todo o território nacional.</td>\n",
       "      <td>1872072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Veja também: Óleo volta a brotar no Campo de Frade e Chevron pede suspensão de operações Marinha vê mancha de 1 km perto do poço da Chevron A denúncia que a Procuradoria da República apresentará à Justiça foi elaborada a partir do inquérito da Polícia Federal sobre o vazamento de 2,4 mil barris...</td>\n",
       "      <td>1805933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Atualizado às 20h36 RIO - Os 17 executivos e funcionários da empresa norte-americana Chevron e da Transocean investigados pelos vazamentos de petróleo na Bacia de Campos estão impedidos pela Justiça Federal de sair do Brasil. Entre eles está o presidente da petroleira no Brasil, George Buck. A ...</td>\n",
       "      <td>1805876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Reuters Tamanho do texto RIO DE JANEIRO (Reuters) - Os preços médios da gasolina e do diesel vendidos nos postos do Brasil subiram na última semana na comparação com o período anterior, após a Petrobras ter elevado os preços nas refinarias, apontou nesta sexta-feira pesquisa da Agência Nacional...</td>\n",
       "      <td>4312243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Vendas de gasolina e do álcool diminuíram em outubro. (Foto: REUTERS/Ricardo Moraes) As vendas de combustíveis no Brasil despencaram 5,8% em outubro e acumulam queda de 1,4% no ano, com a recessão econômica impactando os volumes vendidos no país, segundo dados publicados nesta terça-feira (24) ...</td>\n",
       "      <td>283615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por Marta Nogueira RIO DE JANEIRO (Reuters) - O Brasil aumentou a produção de diesel em agosto deste ano, enquanto reduziu as importações do produto em meio a uma alta do dólar e ao desaquecimento da economia. A produção de diesel do país, controlada pela Petrobras, subiu 2,8 por cento no mês p...</td>\n",
       "      <td>3158009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Reuters Tamanho do texto RIO DE JANEIRO (Reuters) - O consumo de diesel no Brasil caiu 2,5 por cento no primeiro semestre ante o mesmo período do ano passado, enquanto as vendas de gasolina recuaram 5 por cento no mesmo período, de acordo com dados publicados nesta quarta-feira pela Agência Nac...</td>\n",
       "      <td>3795945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por Marta Nogueira RIO DE JANEIRO (Reuters) - As vendas de combustíveis no Brasil caíram 0,4 por cento no primeiro bimestre do ano frente o mesmo período de 2014, segundo dados do Sindicato Nacional das Empresas Distribuidoras de Combustíveis e de Lubrificantes (Sindicom) obtidos pela Reuters n...</td>\n",
       "      <td>3163787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O poço está localizado a 105 quilômetros do município de Aracaju, na costa de Sergipe, em profundidade de água de 2.328 metros. O poço ainda se encontra em perfuração a uma profundidade de 5.768 metros. Esta é a quinta descoberta de hidrocarbonetos feita pela Petrobras este ano em águas ultrapr...</td>\n",
       "      <td>1646469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ultraprofundas da Bacia de Sergipe-Alagoas. Segundo o comunicado, o teste avaliou 30 metros de formação de arenitos turbidíticos e confirmou as boas condições do reservatório, apresentando excelente produtividade de óleo de boa qualidade (38º API). O poço está localizado a 104 km da cidade de A...</td>\n",
       "      <td>1515027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Ramona Ordoñez - O Globo Tamanho do texto RIOA Petrobras informou nesta segunda-feira que com a perfuração de um terceiro poço confirmou a existência de petróleo leve de boa qualidade em águas ultraprofundas no litoral de Sergipe, além de ter descoberto também uma nova acumulação de petróleo. S...</td>\n",
       "      <td>3810638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A hipótese de o vazamento do poço da Chevron no Campo de Frade ter sido provocado pela ruptura parcial do reservatório de petróleo vem sendo analisada de maneira sigilosa pela Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP). Ainda não há comprovação de que esse rompimento tenh...</td>\n",
       "      <td>1872654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>26.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A reserva quanto à divulgação da possibilidade se baseia na constatação de que, se o reservatório natural rompeu, não haverá meios de conter o vazamento com rapidez. A tentativa de contenção exigiria complexos trabalhos de engenharia, com equipamentos sofisticados operando a grandes profundidad...</td>\n",
       "      <td>1872584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Publicidade Os médicos legistas identificaram 21 novas vítimas da queda do avião da Malaysia Airlines, informou nesta sexta-feira (8) o governo holandês, enquanto os investigadores internacionais deixaram o leste da Ucrânia em razão dos combates. Agora são 23 vítimas identificadas no total. O v...</td>\n",
       "      <td>3951600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A colisão de um trem com um caminhão deixou vários feridos nesta sexta-feira (18), no norte da Holanda, segundo a agência ANP, citada pela Reuters. Detalhes do acidente ainda não foram divulgados.</td>\n",
       "      <td>4229784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Holandeses passeiam de botes infláveis por canal em Utrech, nesta sexta-feira (9) (Foto: Koen Van Weel/AFP/ANP) Holandeses participaram nesta sexta-feira (9) da \"Missão do Bote Inflável\" em Utrech. No evento, os participantes, a bordo de botes infláveis, navegam por um dos canais da cidade. O o...</td>\n",
       "      <td>1104861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Um grupo de cerca de 150 mulheres se reuniu em Amsterdã, na Holanda, para tentar quebrar o recorde de maior número de pessoas fazendo pole dance simultaneamente. Mulheres de diversas partes do país se reuniram para dançar a mesma música, para que pudessem registrar o feito no Guinness Book. Mul...</td>\n",
       "      <td>887350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O primeiro-ministro australiano, Tony Abbott, afirmou nesta quarta-feira (23) que é muito possível que ainda existam vários corpos ao ar livre no local onde o avião malaio foi derrubado, no leste da Ucrânia. \"É muito possível que ainda existam muitos corpos ali, ao ar livre, sob o sol em pleno ...</td>\n",
       "      <td>747282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>28.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Para Magda, o número atende a expectativas da agência, tendo como base o leilão anterior, quando cerca da metade das 64 empresas interessadas se qualificaram para as áreas em terra. \"Estamos falando de um número esperado para participar da 12ª Rodada de quase a metade (do número da 11ª Rodada)....</td>\n",
       "      <td>1517581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>28.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Denominadas UTE MC2 Joinville e UTE MC2 João Neiva, as usinas são termoelétricas a gás e comercializaram 450MW médios de energia no Leilão A-5 realizado em 30 de setembro de 2008. A MPX pretende transferir os projetos para o Complexo Termoelétrico Parnaíba, no Estado do Maranhão, conforme comun...</td>\n",
       "      <td>1935002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>28.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Publicidade Apenas seis das 30 empresas que arremataram blocos na 11ª rodada da ANP (Agência Nacional do Petróleo) assinaram os contratos com a agência nesta terça-feira (6), informou a diretora geral da ANP, Magda Chambriard. Ela explicou que as empresas tem até o último dia de agosto para pag...</td>\n",
       "      <td>3929036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>28.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Com o pronunciamento do diretor-geral da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP), Décio Odonni, e com número recorde de empresas participantes da licitação do pré-sal, foi iniciada há instantes, no Rio de Janeiro, a 4ª Rodada de Partilha da Produção. Ao todo, 16 empres...</td>\n",
       "      <td>5328577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>28.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Sonda Urca, da Sete Brasil, para atuar na exploração do pré-sal - Agência O Globo SÃO PAULO - Os dois leilões de áreas para exploração de petróleo e gás no pré-sal que o Brasil realizará em 27 de outubro atraíram algumas das maiores petroleiras do mundo, informou nesta terça-feira a Agência Nac...</td>\n",
       "      <td>4866925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>SÃ£o Paulo O aumento de 8,5% no botijÃ£o de gÃ¡s de 13 quilos nas refinarias, anunciado pela Petrobras na semana passada, jÃ¡ chegou em parte para o consumidor da capital paulista. O preÃ§o mÃ©dio do botijÃ£o ficou em R$ 69,75, de acordo com levantamento da ANP (agÃªncia de petrÃ³leo), feito en...</td>\n",
       "      <td>5587657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Rio de Janeiro A Petrobras anunciou nesta quarta (4) corte de 4,4% no preÃ§o do gÃ¡s de cozinha vendido em botijÃµes de 13 quilos, mais usado por residÃªncias. Ã o primeiro ajuste sob a nova polÃ­tica de preÃ§os para o combustÃ­vel, anunciada em janeiro apÃ³s uma sequÃªncia de altas no segundo...</td>\n",
       "      <td>5183813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os preÃ§os mÃ©dios de gasolina, etanol e diesel renovaram mÃ¡ximas nominais nos postos do Brasil nesta semana, mantendo uma tendÃªncia vista neste inÃ­cio do ano, segundo pesquisa da ANP (AgÃªncia Nacional do PetrÃ³leo, GÃ¡s Natural e BiocombustÃ­veis). Os valores da gasolina subiram 0,55% ante...</td>\n",
       "      <td>5066829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Aumento do gás para o consumidor vem na segunda-feira O presidente do Sindigás (Sindicato Nacional das Distribuidoras de Gás de Cozinha), José Carlos Guimarães, afirmou que o repasse do reajuste da Petrobras sobre o preço do gás de cozinha para o consumidor será imediato, a partir da próxima se...</td>\n",
       "      <td>2995916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Rio de Janeiro ApÃ³s dois meses, a Petrobras voltarÃ¡ nesta quarta (24) a vender gasolina em suas refinarias por menos de R$ 2. SerÃ¡ o oitavo corte seguido no preÃ§o do combustÃ­vel, que passarÃ¡ a R$ 1,9855 por litro. A sequÃªncia de cortes responde ao recuo nas cotaÃ§Ãµes da gasolina no merc...</td>\n",
       "      <td>5473480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Etanol só é vantajoso em São Paulo e Goiás Os preços do etanol seguem mais competitivos que os da gasolina em São Paulo e em Goiás, de acordo com dados da Agência Nacional de Petróleo, Gás Natural e Biocombustíveis (ANP), compilados pelo AE Taxas, da Agência Estado, referentes a esta semana. As...</td>\n",
       "      <td>1826407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os preços do etanol hidratado praticados nos postos brasileiros caíram em 13 estados e no Distrito Federal e subiram em 10, de acordo com dados coletados pela Agência Nacional de Petróleo Gás Natural e Biocombustíveis (ANP) na semana terminada em 01 de junho de 2012. No Amapá, Minas Gerais e Pa...</td>\n",
       "      <td>1761912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>SÃO PAULO - Os preços do etanol hidratado praticados nos postos brasileiros caíram em 16 estados e subiram em outros 10 e no Distrito Federal, de acordo com dados coletados pela Agência Nacional de Petróleo Gás Natural e Biocombustíveis (ANP) na semana terminada em 4 de agosto de 2012. Na Paraí...</td>\n",
       "      <td>1723048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Segundo o levantamento, o preço do etanol está hoje em 67,16% do preço da gasolina em São Paulo. No Mato Grosso, a relação está em 63,74%. Em Goiás, a relação está em 67,32% no período analisado. A gasolina está mais vantajosa principalmente em Piauí (preço do etanol é 90,02% do valor da gasoli...</td>\n",
       "      <td>1723131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Em São Paulo, maior Estado consumidor, as cotações caíram 0,51% na semana. No período de um mês, as cotações do etanol registram queda acumulada de 1,52% nos postos paulistas. A maior alta semanal foi verificada no Maranhão, de 0,73%. A maior queda semanal foi verificada no Rio de Janeiro, de 0...</td>\n",
       "      <td>1723143</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Topic_Num  Topic_Perc_Contrib  \\\n",
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       "2          1.0              1.0000   \n",
       "3          1.0              1.0000   \n",
       "4          1.0              1.0000   \n",
       "5          2.0              1.0000   \n",
       "6          2.0              1.0000   \n",
       "7          2.0              1.0000   \n",
       "8          2.0              1.0000   \n",
       "9          2.0              1.0000   \n",
       "10         3.0              1.0000   \n",
       "11         3.0              1.0000   \n",
       "12         3.0              1.0000   \n",
       "13         3.0              1.0000   \n",
       "14         3.0              1.0000   \n",
       "15         4.0              1.0000   \n",
       "16         4.0              1.0000   \n",
       "17         4.0              1.0000   \n",
       "18         4.0              1.0000   \n",
       "19         4.0              1.0000   \n",
       "20         5.0              1.0000   \n",
       "21         5.0              1.0000   \n",
       "22         5.0              1.0000   \n",
       "23         5.0              1.0000   \n",
       "24         5.0              1.0000   \n",
       "25         6.0              1.0000   \n",
       "26         6.0              1.0000   \n",
       "27         6.0              0.8148   \n",
       "28         6.0              0.7716   \n",
       "29         6.0              0.7388   \n",
       "30         7.0              1.0000   \n",
       "31         7.0              1.0000   \n",
       "32         7.0              1.0000   \n",
       "33         7.0              1.0000   \n",
       "34         7.0              1.0000   \n",
       "35         8.0              1.0000   \n",
       "36         8.0              1.0000   \n",
       "37         8.0              1.0000   \n",
       "38         8.0              0.9829   \n",
       "39         8.0              0.9603   \n",
       "40         9.0              1.0000   \n",
       "41         9.0              1.0000   \n",
       "42         9.0              1.0000   \n",
       "43         9.0              1.0000   \n",
       "44         9.0              1.0000   \n",
       "45        10.0              1.0000   \n",
       "46        10.0              1.0000   \n",
       "47        10.0              0.9452   \n",
       "48        10.0              0.9241   \n",
       "49        10.0              0.9075   \n",
       "50        11.0              1.0000   \n",
       "51        11.0              0.8501   \n",
       "52        11.0              0.8427   \n",
       "53        11.0              0.8333   \n",
       "54        11.0              0.8254   \n",
       "55        12.0              1.0000   \n",
       "56        12.0              1.0000   \n",
       "57        12.0              1.0000   \n",
       "58        12.0              1.0000   \n",
       "59        12.0              1.0000   \n",
       "60        13.0              1.0000   \n",
       "61        13.0              1.0000   \n",
       "62        13.0              1.0000   \n",
       "63        13.0              1.0000   \n",
       "64        13.0              1.0000   \n",
       "65        14.0              1.0000   \n",
       "66        14.0              0.9268   \n",
       "67        14.0              0.8089   \n",
       "68        14.0              0.7806   \n",
       "69        14.0              0.7638   \n",
       "70        15.0              1.0000   \n",
       "71        15.0              1.0000   \n",
       "72        15.0              1.0000   \n",
       "73        15.0              1.0000   \n",
       "74        15.0              1.0000   \n",
       "75        16.0              1.0000   \n",
       "76        16.0              1.0000   \n",
       "77        16.0              1.0000   \n",
       "78        16.0              0.9325   \n",
       "79        16.0              0.9257   \n",
       "80        17.0              1.0000   \n",
       "81        17.0              1.0000   \n",
       "82        17.0              1.0000   \n",
       "83        17.0              1.0000   \n",
       "84        17.0              1.0000   \n",
       "85        18.0              1.0000   \n",
       "86        18.0              1.0000   \n",
       "87        18.0              1.0000   \n",
       "88        18.0              1.0000   \n",
       "89        18.0              1.0000   \n",
       "90        19.0              0.8342   \n",
       "91        19.0              0.8268   \n",
       "92        19.0              0.6781   \n",
       "93        19.0              0.6667   \n",
       "94        19.0              0.6615   \n",
       "95        20.0              1.0000   \n",
       "96        20.0              1.0000   \n",
       "97        20.0              1.0000   \n",
       "98        20.0              1.0000   \n",
       "99        20.0              1.0000   \n",
       "100       21.0              1.0000   \n",
       "101       21.0              1.0000   \n",
       "102       21.0              1.0000   \n",
       "103       21.0              0.8508   \n",
       "104       21.0              0.7388   \n",
       "105       22.0              1.0000   \n",
       "106       22.0              1.0000   \n",
       "107       22.0              1.0000   \n",
       "108       22.0              1.0000   \n",
       "109       22.0              1.0000   \n",
       "110       23.0              1.0000   \n",
       "111       23.0              1.0000   \n",
       "112       23.0              1.0000   \n",
       "113       23.0              1.0000   \n",
       "114       23.0              1.0000   \n",
       "115       24.0              1.0000   \n",
       "116       24.0              1.0000   \n",
       "117       24.0              1.0000   \n",
       "118       24.0              1.0000   \n",
       "119       24.0              1.0000   \n",
       "120       25.0              1.0000   \n",
       "121       25.0              1.0000   \n",
       "122       25.0              1.0000   \n",
       "123       25.0              1.0000   \n",
       "124       25.0              1.0000   \n",
       "125       26.0              1.0000   \n",
       "126       26.0              1.0000   \n",
       "127       26.0              1.0000   \n",
       "128       26.0              1.0000   \n",
       "129       26.0              1.0000   \n",
       "130       27.0              1.0000   \n",
       "131       27.0              1.0000   \n",
       "132       27.0              1.0000   \n",
       "133       27.0              1.0000   \n",
       "134       27.0              1.0000   \n",
       "135       28.0              1.0000   \n",
       "136       28.0              1.0000   \n",
       "137       28.0              1.0000   \n",
       "138       28.0              1.0000   \n",
       "139       28.0              1.0000   \n",
       "140       29.0              1.0000   \n",
       "141       29.0              1.0000   \n",
       "142       29.0              1.0000   \n",
       "143       29.0              1.0000   \n",
       "144       29.0              1.0000   \n",
       "145       30.0              1.0000   \n",
       "146       30.0              1.0000   \n",
       "147       30.0              1.0000   \n",
       "148       30.0              1.0000   \n",
       "149       30.0              1.0000   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                            Text  \\\n",
       "0     Os preços do etanol hidratado nos postos brasileiros recuaram em 11 Estados e no Distrito Federal e subiram em 13 Estados, de acordo com dados coletados pela Agência Nacional de Petróleo Gás Natural e Biocombustíveis (ANP) na semana terminada em 28 de janeiro de 2011. No Estado de São Paulo, ma...   \n",
       "1     Consumo de combustíveis em 2006 é metade do esperado As vendas de derivados de petróleo pelas distribuidoras atingiram 7,63 bilhões de litros em novembro passado, com aumento de 2,28% em relação a novembro de 2005, segundo dados divulgados nesta quarta-feira pela Agência Nacional do Petróleo, G...   \n",
       "2     MS fechou a parcial de 2015 como o quinto maior produtor brasileiro de biodiesel (Foto: Reprodução/TVCA) A produção de biodiesel no acumulado de janeiro a julho de 2015 frente ao mesmo período de 2014 caiu 1,83% em Mato Grosso do Sul, recuando de 126,9 milhões de litros para 124,5 milhões de li...   \n",
       "3     As vendas de etanol pelas usinas do centro-sul do Brasil continuaram aquecidas em agosto, registrando um crescimento de 34,26% na comparação com o mesmo período de 2014, informou nesta quarta-feira a União da Indústria de Cana-de-açúcar (Unica). Vendas de etanol crescem em agosto (Foto: Divulga...   \n",
       "4                                                                        Consumo de etanol em MT é maior que o de gasolina, aponta levantamento da ANP O volume de consumo do etanol passou de 214 milhões de litros, em 2017, para 316 milhões em 2018. Já o consumo de gasolina comum apresentou queda de 16%.   \n",
       "5     Etanol ficou mais caro em parte dos postos de Ribeirão Preto (Foto: Paulo Souza/EPTV) Os motoristas de Ribeirão Preto (SP) tiveram uma surpresa na manhã desta sexta-feira (19) ao encontrarem o litro do etanol a R$ 2,89 em parte dos postos da cidade. O valor é R$ 0,10 acima do preço máximo até e...   \n",
       "6     Motoristas de Ribeirão Preto (SP) foram surpreendidos nesta quinta-feira (17) por uma elevação de 11,4% no preço do etanol nas bombas. O combustível que custava em média R$ 1,972 o litro saltou para R$ 2,197, segundo cotação da Agência Nacional de Petróleo (ANP). O etanol subiu cerca de R$ 0,20...   \n",
       "7     Etanol no Centro-Oeste de Minas teve reajuste no preço (Foto: Reprodução/TV Integração) O aumento no preço do etanol começou a ser visto e sentido nos postos de combustíveis de Divinópolis e outras cidades da região Centro-Oeste de Minas Gerais. Segundo a Agência Nacional do Petróleo (ANP), o p...   \n",
       "8     O texto publicado hoje altera o parágrafo terceiro do artigo 10 da portaria 116, de 5 de julho de 2000, da ANP, que passa a vigorar com a seguinte redação: \"Os revendedores varejistas de combustíveis que comercializarem álcool etílico hidratado combustível ou etanol hidratado combustível deverã...   \n",
       "9     RIO - Com vendas em queda este ano, na esteira da crise econômica, distribuidoras e postos de combustíveis foram rápidos no gatilho nesta sexta-feira no repasse para o consumidor final do aumento do PIS/Cofins que incide sobre a gasolina, o álcool e o diesel. De acordo com a Agência Nacional do...   \n",
       "10    Valor Online Tamanho do texto O Brasil atingiu novo recorde de produção de petróleo e gás natural em outubro. De acordo com o boletim mensal de produção da Agência Nacional de Petróleo, Gás Natural e Biocombustíveis (ANP) foram produzidos 2,976 milhões de barris diários de óleo equivalente (BOE...   \n",
       "11    A produção total de petróleo e gás natural no Brasil no mês de agosto atingiu 2,89 milhões de barris de óleo equivalente (BOE) por dia, sendo 2,326 milhões de barris diários de petróleo e 90,9 milhões de metros cúbicos de gás natural. De acordo com a Agência Nacional do Petróleo, Gás Natural e ...   \n",
       "12    Bacia de Campos registrou a maior produção de petróleo por dia (Foto: Petrobras/Divulgação) A produção de petróleo no Brasil em junho atingiu 2,246 milhões de barris diários, superando o recorde anterior de 2,231 milhões de barris por dia, alcançado em janeiro de 2012, informou nesta quinta-fei...   \n",
       "13    A produção de petróleo no Brasil atingiu recorde de 2,246 milhões de barris por dia em junho e superou o recorde anterior de 2,231 milhões de barris registrado em janeiro de 2012. informou hoje (7) a Agência Nacional do Petróleo (ANP). Houve aumento de 2,6% na produção de petróleo em relação a ...   \n",
       "14    Reuters Tamanho do texto SÃO PAULO (Reuters) - A produção de petróleo no Brasil em julho somou 2,623 milhões de barris por dia, informou a Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) nesta segunda-feira, o que representa queda de 1,9 por cento na comparação com junho, mas ...   \n",
       "15    Bomba de combustível (Foto: Marcelo Brandt/G1) Uma microempresa da Serra deve receber mais de R$ 30 mil de indenização após ter abastecido o caminhão com combustível adulterado. O posto e a empresa fornecedora do combustível foram condenadas a pagar R$ 24.322,80 por danos materiais e R$ 6.570 p...   \n",
       "16    Investigação da Polícia Civil apura venda clandestina de botijões de gás em Amparo (Foto: Reprodução/EPTV) A Justiça de Amparo (SP) determinou na tarde desta sexta-feira (15) a soltura dos sete suspeitos de participação na venda clandestina de botijões de gás na cidade, entre eles, o vereador P...   \n",
       "17    Polícia apreende combustível adulterado no Rio Policiais do Departamento de Repreensão ao Crime Organizado do Rio de Janeiro apreenderam nesta sexta-feira 100 mil litros de combustível adulterado, que iria abastecer cerca de 500 postos de gasolina na zona Sul do Rio, informou a GloboNews. Foi s...   \n",
       "18    São Paulo, 4 - Sete postos de combustíveis em São José do Rio Preto foram fechados nesta sexta-feira, 4, pela Secretaria da Fazenda de São Paulo. A Operação De Olho na Bomba investigou os estabelecimentos que tiveram as inscrições estaduais cassadas por estocagem e comercialização de combustíve...   \n",
       "19    O Posto da Torre, localizado no Setor Hoteleiro Sul, em Brasília, poderá ser obrigado a ressarcir possíveis danos materiais causados aos consumidores que abasteceram seus carros no local entre março e maio de 2014. A 2ª Promotoria de Justiça de Defesa do Consumidor (Prodecon) ajuizou ação com o...   \n",
       "20    O preço da gasolina ficará mais caro a partir deste sábado (14). A Petrobrás anunciou que reajustará o valor dos combustíveis, sendo que a gasolina ficará 0,80% mais cara, enquanto o valor do diesel cai 0,20%. Segundo a Agência Nacional do Petróleo (ANP), atualmente o valor médio do litro da ga...   \n",
       "21    A Agência Nacional de Petróleo, Gás Natural e Biocombustíveis (ANP) divulgou, nesta segunda-feira (17), nova pesquisa de preços em postos de combustíveis em 16 municípios cearenses. Ao todo, foram consultados 227 postos entre os dias 9 e 15 de novembro, após a aplicação do reajuste dos preços d...   \n",
       "22    Após terminar 2018 em alta acima da inflaçã o, o preço médio da gasolina e do diesel nas bombas caiu na primeira semana de 2019, segundo levantamento divulgado nesta segunda-feira (7) pela Agência Nacional do Petróleo, do Gás Natural e dos Biocombustíveis (ANP). Na semana encerrada em 5 de jane...   \n",
       "23                             Segundo a Agência Nacional do Petróleo, do Gás Natural e dos Biocombustíveis (ANP), o preço médio do diesel nas bombas já acumula alta de 8% no ano. O valor está acima da inflação acumulada no ano, de 0,92%, segundo o Instituto Brasileiro de Geografia e Estatística (IBGE).   \n",
       "24    Os caminhoneiros protestam contra a disparada do preço do diesel que faz parte da política de preços da Petrobras, em vigor desde julho. Entretanto, a empresa anunciou nesta quarta que o preço do diesel deve cair 1,54% nas refinarias. Segundo a Agência Nacional do Petróleo, do Gás Natural e dos...   \n",
       "25    Dilma pretende, finalmente, acertar os is com o PC do B. Deve se encontrar com Renato Rabelo, presidente do partido, antes do fim da semana. O PC do B avisa: quer o Ministério do Esporte, a Autoridade Pública Olímpica e a empresa Brasil 2016. E conta com a permanência de Orlando Silva à frente ...   \n",
       "26                                                                                                                                                                                                                               5 Reforma da Previdência vale por apenas 10 anos, mas é a possível, diz Padilha   \n",
       "27    Ninguém entendeu o que aconteceu com a OGX O mercado foi surpreendido com a notícia da empresa OGX, do empresário Eike Batista, que vai parar o seu único campo de petróleo em produção. A empresa tinha registrado há um ano na ANP que esse campo era comercial. Leia o comentário exibido em 02/07/2...   \n",
       "28                                                                                                                                                                                                                            Parcela do IR dos servidores, retida pelo Estado do Rio, vai para o Rioprevidência   \n",
       "29                                                                                                                                                                                                                              Estadão - Portal do Estado de S. Paulo Politica » ANP para Chevron: não tem fur…   \n",
       "30    Disputa com Canadá não afeta setor de petróleo O diretor-geral da Agência Nacional do Petróleo (ANP), David Zylbersztajn, disse que não há atividade de empresas petrolíferas canadenses no Brasil. Ele acredita que não haverá impactos da disputa comercial entre os dois países no setor de petróleo...   \n",
       "31    - Brenno Carvalho / Agência O Globo/5-9-2017 RIO - Grupos internacionais liderados por uma gigante chinesa pretendem construir uma refinaria no Maranhão. O anúncio foi feito na manhã desta sexta-feira pelo secretário de Óleo e Gás do ministério de Minas e Energia, Márcio Félix, que não revelou ...   \n",
       "32    A petroleira investiu cerca de US$ 360 milhões na construção da plataforma, \"projetada para atender aos cronogramas operacionais de exploração e produção da companhia nos próximos anos e dar suporte à eventual estratégia de incorporação de novos blocos exploratórios em águas rasas, dependente a...   \n",
       "33    Lima também destacou que o Brasil, diferentemente de outros países produtores de petróleo, não tem suas atividades concentradas em uma única atividade. \"Por isso, não vamos correr os riscos de ter os problemas de outros países que sofrem com a doença do petróleo. A chamada doença holandesa, que...   \n",
       "34    O diretor geral da Agência Nacional do Petróleo (ANP), Haroldo Lima, convocou há pouco investidores a aplicar seus recursos no Brasil. Relembrando seu passado no PCdoB, recorreu a Karl Marx - \"as finanças não geram riquezas mas são imprescindíveis para gerar riquezas\" - ao defender os investime...   \n",
       "35                                                                                                                                                                                                                                                                                     veja todos os destaques ›   \n",
       "36    Reuters Tamanho do texto Por Paula Arend Laier SÃO PAULO (Reuters) - O principal índice da bolsa brasileira fechou em queda nesta quinta-feira, pressionado pelas ações da Petrobras e do setor financeiro, em meio à expectativa de divulgação à noite de nova pesquisa eleitoral. O aumento da tensão...   \n",
       "37    O principal índice da Bovespa fechou em queda nesta quinta-feira (8), pressionado pelas ações da Petrobras, papéis do setor financeiro e balanços trimestrais. A queda dos principais índices acionários dos Estados Unidos, por conta da tensão vinda do conflito na fronteira da Ucrânia com a Rússia...   \n",
       "38    O Ibovespa encerrou com variação negativa de 0,01 por cento, a 50.973 pontos. O pregão teve giro financeiro de 5,9 bilhões de reais. A principal influencia positiva no índice veio das ações ordinárias e preferenciais da Petrobras com ganhos de mais de 2 e 1 por cento, respectivamente. A Agência...   \n",
       "39    O principal índice da Bovespa encerrou o pregão desta segunda-feira (6) próximo da estabilidade, esvaziando as perdas registradas durante o dia em meio a ajuste após a alta de sexta-feira e a estreia da nova carteira de ações do Ibovespa. O Ibovespa fechou com variação negativa de 0,01%, a 50.9...   \n",
       "40    RIO DE JANEIRO (Reuters) - A retomada das operações na Refinaria de Paulínia (Replan), que era aguardada para esta sexta-feira, deverá ocorrer somente na semana que vem, uma vez que depende do atendimento de algumas condições técnicas e de segurança, disse à Reuters o diretor da Agencia Naciona...   \n",
       "41    A Petrobras informou hoje (5) ter recebido autorização da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) para operação de todas as unidades do Trem 1 de refino da Refinaria Abreu e Lima, em Pernambuco. Com a medida tomada pela ANP, a empresa fica autorizada a produzir diesel ...   \n",
       "42    A Petrobras confirmou nesta segunda-feira (22) que o prazo para a retomada integral da produção integral na Refinaria de Paulínia (Replan) segue incerto, em virtude de danos provocados pela explosão seguida de incêndio há dois meses . Além disso, destacou que houve a entrega de um relatório do ...   \n",
       "43    RIO - A Petrobras informou nesta quarta-feira que a Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) acaba de liberar a Refinaria de Paulínia (Replan), em São Paulo, para voltar à produção, após inspeção do isolamento das áreas atingidas por incêndio no último dia 20. A refinar...   \n",
       "44    \"A companhia cumpre todas as exigências e procedimentos estabelecidos nas normas da ANP e busca permanentemente adotar a melhor solução para as solicitações feitas pela agência reguladora\", diz o comunicado. Segundo a Petrobras, a ANP lavrou um auto de infração e, \"em decisão de primeiro grau n...   \n",
       "45    Teixeira ressalta ainda que a agricultura familiar não tem acesso aos recursos tecnológicos oferecidos ao agronegócio - o que também é um obstáculo para que essas oleaginosas entrem no espaço hoje ocupado pelo óleo de soja. Mas o professor estima que, em três ou cinco anos, com o desenvolviment...   \n",
       "46    Kardec explicou que com a safra da cana-de-açúcar deste ano afetada pelo excesso de chuvas, haverá menos teor de sacarose, o que propicia um teor mais de álcool a ser extraído. Com os preços baixos, e endividamento das usinas, há uma tendência de as empresas segurarem o produto na expectativa d...   \n",
       "47    A Cargill entrou oficialmente no mercado de biodiesel com o início, ontem, das operações de sua primeira fábrica do combustível, em Três Lagoas (MS). Com capacidade de produção de 252 milhões de litros de biodiesel por ano, tendo a soja como matéria-prima, a unidade da Cargill é integrada à esm...   \n",
       "48    Nas últimas semanas, o mercado foi influenciado pelos ataques aéreos promovidos pelos EUA contra militantes do grupo Estado Islâmico no Iraque, pelas lutas armadas na Líbia, pelos conflitos entre Israel e Hamas na Faixa de Gaza, além das tensões entre Rússia e Ocidente envolvendo a crise na Ucr...   \n",
       "49    A expectativa é de dobrar esta capacidade até o final de 2011. \"Já investimos na capacidade de tancagem suficiente para uma produção de 200 milhões de litros por ano\", disse ele. A empresa não forneceu dados de investimentos na planta. Segundo ele, a planta já vendeu 6 milhões de litros de biod...   \n",
       "50                                                                                                                                                                                                                                              Viajar em um motorhome é ser acolhido em qualquer lugar do mundo   \n",
       "51    Abbas pediu uma reunião, em caráter de urgência, com o Conselho de Segurança da ONU e a Liga Árabe. A União Europeia, por sua vez, pediu uma investigação completa sobre o ataque às embarcações. Ainda nesta segunda-feira, o primeiro-ministro da Turquia, Recep Tayyip Erdogan, cancelou sua visita ...   \n",
       "52    O presidente da Bolívia, Evo Morales, viajou a Haia para acompanhar discussões em tribunal — Foto: Bas Czerwinski/ANP/AFP O Tribunal Eleitoral Boliviano deu nesta terça-feira (4) sinal verde ao presidente Evo Morales para disputar um quarto mandato consecutivo, apesar dos protestos populares e ...   \n",
       "53    Com a Comissão Parlamentar de Inquérito (CPI) da Petrobras instalada, o PMDB deu na terça-feira, 19, sinais de independência em relação ao Palácio do Planalto. O partido tem três senadores entre os 11 titulares e será o fiel da balança na comissão. O PMDB pretende usar a CPI como instrumento de...   \n",
       "54    O presidente boliviano, Evo Morales, promulgou ontem uma lei que pune com multa e suspensão da licença de funcionamento os meios de comunicação \"que publicarem ideias racistas e discriminatórias\". A medida - que já havia sido aprovada pela Câmara e pelo Senado, ambos com maioria governista - é ...   \n",
       "55    Reuters Tamanho do texto RIO DE JANEIRO (Reuters) - A agência reguladora do setor de petróleo (ANP) busca permitir que petroleiras adotem em contratos antigos as novas regras de conteúdo local, consideradas mais simples e flexíveis pelo mercado. Os contratos de concessão de áreas de petróleo e ...   \n",
       "56    Publicidade O CNPE (Conselho Nacional de Política Energética) estabeleceu nova diretriz para o leilão da área de Libra, no pré-sal, endossando mudanças feitas anteriormente pela ANP. A alteração também atende uma recomendação feita pelo TCU (Tribunal de Contas da União) O conselho estabeleceu q...   \n",
       "57    A Agência Nacional de Petróleo, Gás e Biocombustíveis (ANP) manteve a maior parte do conteúdo local mínimo exigido em contrato para a construção subsitema UEP do projeto Piloto de Libra, uma das maiores reservas de pré-sal. A análise do pedido feito pelo Consórcio Libra de isenção das regras fo...   \n",
       "58    ANP propõe elevar de 25% para 40% a exigência mínima de equipamentos e serviços nacionais na construção de plataformas de produção (Foto: Daniel Silveira/G1) A Agência Nacional de Petróleo, Gás Natural e Biocombustíveis (ANP) informou nesta segunda-feira (11) que pediu ao Tribunal de Contas da ...   \n",
       "59    Plataforma de petróleo na Baía de Guanabara - Fábio Guimarães / Agência O Globo RIO - Onze petroleiras, entre elas a Petrobras, já pediram à Agência Nacional do Petróleo (ANP) mudança em 57 contratos, com o objetivo de flexibilizar as regras de conteúdo local para explorar e produzir petróleo n...   \n",
       "60    Senado reconduz Guerreiro à Anatel O plenário do Senado acaba de aprovar a recondução ao cargo do presidente da Anatel, Renato Guerreiro, e do diretor-geral da ANP, David Zylbersztajn. As votações estavam previstas para ocorrer amanhã, mas foram antecipadas em acordo entre os líderes partidáris...   \n",
       "61    Romeu Tuma quer SP agindo contra máfia dos jogos O senador Romeu Tuma (DEM-SP) vai pedir ao superintendente da Polícia Federal, delegado Paulo Lacerda, que inclua São Paulo na ação contra máfia dos jogos. Ele argumenta não ter entendido porque São Paulo foi excluído da Operação Hurricane (Furac...   \n",
       "62    PF apreende jóias, dinheiro e carros em 70 buscas Mais de 130 anéis, 40 pulseiras, correntes de ouro, dezenas de relógios de marcas de luxo, cheques e dinheiro em espécie - e até um veleiro de 41 pés batizado com o nome \"Bandida\", de propriedade de um dos advogados presos. Estes são alguns dos ...   \n",
       "63    STF prorroga prisão dos 25 presos na Operação Hurricane A pedido da Polícia Federal (PF) e do Ministério Público, o ministro Cezar Peluso, do Supremo Tribunal Federal (STF), prorrogou por cinco dias a prisão dos 25 suspeitos de envolvimento com a máfia dos jogos ilegais. Eles foram presos na ch...   \n",
       "64                                                                                                                                                            Governo não cogita sanção a diretor da ANP, diz ministro \"O diretor Haroldo Lima tem mandato. Ele foi eleito e aprovado pelo Senado\", afirma Lobão   \n",
       "65    Preso acusado de envolvimento com a milícia logo após casar - Divulgação/Polícia Civil RIO - Um homem acusado de envolvimento com uma milícia na Zona Oeste foi preso durante seu casamento, na manhã desta quarta-feira. Bruno Barbosa da Silva, 31 anos, acusado de homicídio, havia acabado de assin...   \n",
       "66    A menos de duas semanas da votação do impeachment da presidente Dilma no Senado, o Ministério da Justiça baixou a Portaria 490, de 25 de abril, definindo o novo Regimento Interno da Polícia Federal. Instituição mais emblemática da República, a PF é enaltecida pelas ruas e alvo de constantes crí...   \n",
       "67    Policiais civis fazem hoje (25) uma operação para desarticular o braço financeiro da milícia Liga da Justiça, principal grupo paramilitar que atua na zona oeste do Rio de Janeiro. Segundo a assessoria de imprensa da Polícia Civil, o grupo atua em vários campos como o transporte ilegal em vans, ...   \n",
       "68    Várias regiões da cidade do Rio de Janeiro terão pontos nesta quarta-feira (27) de encontro onde os cariocas poderão parar por pelo menos 15 minutos a sua rotina e realizar uma atividade física. Trata-se do Dia do Desafio 2015, data em que mais de 3 mil cidades espalhadas pelo mundo estarão mob...   \n",
       "69    Rio de Janeiro 25/04/2018 Operavßv£o da Polv?cia Civil e ANP em comv©rcio de gv°s clandestino na Zona Oeste. Na foto, depv=sito irregular na avenida Cesv°rio de Melo, em Campo Crande. Foto Marcelo Regua / Agencia O Globo - Marcelo Regua / Agência O Globo RIO - A Policia Civil estima que a milíc...   \n",
       "70    Álcool fica 1,3% mais caro em intervalo de uma semana O preço do álcool anidro aumentou 1,3% nos postos brasileiros da semana encerrada no dia 18 de fevereiro para a encerrada no dia 25 do mesmo mês. De acordo com a pesquisa da Agência Nacional de Petróleo (ANP), o preço médio do produto passou...   \n",
       "71    Valor médio em Macaé é R$ 3,18 (Foto: Paulo Chiari/EPTV) A cidade de Macaé, interior do estado do Rio de Janeiro, tem um dos postos com a gasolina mais cara do estado, vendida a R$ 3,34 o litro, segundo o sistema de levantamento de preços da Agência Nacional do Petróleo (ANP). Os dados foram co...   \n",
       "72    Gasolina adulterada em 3 postos de SP Três postos de combustível que vendiam gasolina adulterada, com teor de benzeno superior ao índice de 2% estabelecido pela Agência Nacional de Petróleo (ANP), foram interditados em São Paulo durante esta semana e autuados em processos administrativos que po...   \n",
       "73    Pesquisa considera preços que constam nas bombas (Foto: Ricardo Welbert/G1) Uma pesquisa de preços realizada entre os dias 4 e 10 deste mês de setembro pela Agência Nacional do Petróleo (ANP) revela variação de 5,16% nos preços cobrados pelo litro da gasolina em Divinópolis. O valor médio é de ...   \n",
       "74    ANP interdita bombas de postos em SP A Agência Nacional do Petróleo (ANP) interditou nesta segunda-feira bombas de gasolina em cinco postos revendedores em São Paulo e outro em Sumaré, no interior do Estado. Os postos interditados estavam vendendo gasolina com teor de álcool maior do que o perm...   \n",
       "75    A reunião de diretoria aconteceu no último dia 15. A OGX pediu extensão do prazo dos planos até a deliberação e aprovação do plano de recuperação judicial. O pedido foi feito para os poços 1-OGX-79-RJS (Itacoatiara), 1-OGX-100-RJS (Viedma), 1-OGX-1-RJS (Vesúvio), 1-OGX-104-RJS (Tulum), 1-OGX-11...   \n",
       "76    A petroleira havia pedido uma extensão do prazo dos planos de avaliação de descoberta para poços nestes blocos, mas a ANP não aceitou, em decisão tomada em reunião de diretoria no dia 15. Serão devolvidos os poços e blocos 1-OGX-79-RJS (Itacoatiara) - C-M-466 (BM-C-39); PAD 1-OGX-100-RJS (Viedm...   \n",
       "77    Por Sabrina Lorenzi RIO DE JANEIRO, 28 Ago (Reuters) - A petroleira OGX afirmou nesta quarta-feira em comunicado que a empresa estatal malaia Petronas, com a qual firmou acordo para venda de fatia de dois blocos na bacia de Campos, não tem direito de adiar o fechamento financeiro da transação e...   \n",
       "78    Por Sabrina Lorenzi RIO DE JANEIRO, 28 Ago (Reuters) - A petroleira OGX afirmou nesta quarta-feira em comunicado que a empresa estatal malaia Petronas, com a qual firmou acordo para venda de fatia de dois blocos na bacia de Campos, não tem direito de adiar o fechamento financeiro da transação e...   \n",
       "79    Por Gustavo Bonato e Roberto Samora SÃO PAULO, 1 Jul (Reuters) - A OGX, do empresário Eike Batista, anunciou nesta segunda-feira que suspenderá o desenvolvimento de três campos de petróleo e interrompeu a construção de cinco plataformas, motivando queda de até 39 por cento das ações da companhi...   \n",
       "80    \"Esta é uma questão que vem sendo examinada há muito tempo. Mas o governo tem um cuidado especial com a inflação e, neste momento, não há nenhuma decisão do governo no sentido de aumentar o preço dos combustíveis\", frisou. Sobre a criação da diretoria da Petrosal, empresa que deve cuidar dos ne...   \n",
       "81    SÃO PAULO (Reuters) - A Petrobras deverá concluir até o fim deste ano ajustes em seu plano estratégico, que terão como objetivo incluir movimentos de adaptação a mudanças esperadas para o futuro na indústria de petróleo, disse a jornalistas nesta segunda-feira o presidente da estatal, Pedro Par...   \n",
       "82    Raphaela Ribas Tamanho do texto O seminário “Reage, Rio!”, que começa amanhã, no Museu de Arte do Rio, na Praça Mauá, vai ser disponibilizado gratuitamente e em tempo real nos sites dos jornais EXTRA (www.extra.globo.com) e “O Globo” (www.globo.com.br) nos dois dias do evento. A proposta do sem...   \n",
       "83    Preço competitivo será prioridade na ANP, diz Rego Barros O novo diretor-geral da Agência Nacional do Petróleo (ANP), Sebastião do Rego Barros, disse na tarde desta quarta-feira que a prioridade da sua gestão será o incentivo ao preço competitivo dos combustíveis do País. Ele afirmou em seu dis...   \n",
       "84    Deputados e senadores de Estados não produtores começaram a recolher assinaturas para um requerimento de urgência para a votação do veto da presidente Dilma Rousseff sobre a distribuição de royalties do petróleo de áreas já licitadas. Governadores desses Estados se reuniram ontem em Brasília pa...   \n",
       "85    Publicidade Com a aquisição da britânica BG, a Shell será a principal sócia da Petrobras na exploração e no desenvolvimento dos campos do pré-sal, maior foco de investimentos da companhia brasileira. A BG já é a mais importante sócia da Petrobras, com participação minoritária em cinco áreas do ...   \n",
       "86    A Petrobrás anunciou ontem à noite a venda à petroleira nacional OGX Petróleo e Gás de sua participação de 40% no bloco BS-4, na Bacia de Santos (litoral norte de São Paulo). Para comprar o bloco, a companhia informou ter investido US$ 270 milhões. Pertencente ao grupo empresarial controlado pe...   \n",
       "87    Apenas os recursos da área da cessão onerosa e o potencial recuperável dos dois campos do pré-sal (Lula e Sapinhoá) que a Petrobras declarou comercialidade à Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) equivalem a tudo o que a companhia produziu desde sua fundação, em 1953...   \n",
       "88    A Bacia de Campos em 2009 respondia por 86% da produção do País e hoje tem participação de 80%. Nesse principal centro produtor nacional, a queda desde janeiro deste ano foi de 200 mil barris/dia, ou cerca de 11% da produção total. Recuos reincidentes dos últimos tempos preocupam a Agência Naci...   \n",
       "89    Shell fecha contrato para exploração na Bacia de Campos A Shell Brasil fechou nesta segunda-feira os primeiros contratos para o desenvolvimento dos campos de Ostra, Abalone e Argonauta no bloco BC-10, em águas profundas na Bacia de Campos, área localizada no litoral do Espírito Santo. O projeto...   \n",
       "90    BrasÃ­lia A ANTT (AgÃªncia Nacional de Transportes Terrestres) informou nesta quinta-feira (6) que comeÃ§arÃ¡ a fiscalizar a aplicaÃ§Ã£o da tabela de preÃ§os mÃ­nimos de frete. O anÃºncio foi feito apÃ³s demanda da categoria pela inspeÃ§Ã£o. Em ediÃ§Ã£o extra do DiÃ¡rio Oficial da UniÃ£o, a agÃ...   \n",
       "91    BrasÃ­lia A ANTT (AgÃªncia Nacional de Transportes Terrestres) divulgou nesta quarta-feira (5) tabela com novos preÃ§os mÃ­nimos de frete. Inicialmente, a ANTT informou que a mÃ©dia do reajuste foi de 5%. No fim da manhÃ£, a agÃªncia reguladora detalhou que o reajuste varia de 1,66% a 6,24%, de...   \n",
       "92    Rio de Janeiro A ANP (AgÃªncia Nacional do PetrÃ³leo, GÃ¡s e BiocombustÃ­veis) divulgou nesta quarta (8) proposta de fÃ³rmula para o cÃ¡lculo do preÃ§o do diesel a partir de setembro. O modelo inclui custos de importaÃ§Ã£o do combustÃ­vel e deve aumentar o valor de venda por refinarias e import...   \n",
       "93    SÃ£o Paulo Sem apresentar estudos tÃ©cnicos, o ministro de Minas e Energia, Moreira Franco (MDB-RJ) anunciou, nesta quinta-feira (6), a realizaÃ§Ã£o de leilÃµes regionais para contratar usinas a gÃ¡s natural, que poderÃ¡ elevar a conta de luz dos consumidores em R$ 2 bilhÃµes. As usinas substit...   \n",
       "94    BrasÃ­lia O presidente do Senado, EunÃ­cio Oliveira (MDB-CE), afirmou nesta sexta-feira (1Â°) que o presidente da Petrobras precisa ter visÃ£o empresarial, sensibilidade social e responsabilidade polÃ­tica. A afirmaÃ§Ã£o foi feita apÃ³s a demissÃ£o de Pedro Parente do comando da estatal. Parent...   \n",
       "95    A bolsa de valores de Atenas permanecerá fechada até quarta-feira (8), em linha com o fechamento dos bancos do país, informou a Comissão Grega de Mercados de Captiais, enquanto a Grécia corre contra o tempo para evitar a falência e permanecer na zona do euro. Bolsa de Atenas seguirá fechada até...   \n",
       "96    O primeiro-ministro grego, Alexis Tsipras (segundo à esquerda) chega para reunião de líderes políticos em Atenas nesta segunda-feira (6) (Foto: Alkis Konstantinidis/Reuters) O Fundo Monetário Internacional (FMI) está monitorando de perto a situação e está \"pronto para ajudar a Grécia se solicit...   \n",
       "97    O primeiro-ministro grego, Alexis Tsipras (segundo à esquerda), chega para reunião de líderes políticos em Atenas nesta segunda-feira (6) (Foto: Alkis Konstantinidis/Reuters) O primeiro-ministro grego Alexis Tsipras concordou, em uma conversa por telefone com a chanceler alemã Angela Merkel, qu...   \n",
       "98    Aposentados aguardam abertura de banco em Atenas para sacar benefícios (Foto: Christian Hartmann/Reuters) O Banco Central Europeu (BCE) decidiu nesta segunda-feira (6) manter a linha de liquidez de emergência (ELA, na sigla em inglês) aos bancos gregos. Em comunicado, o BCE afirmou que a provis...   \n",
       "99    O presidente da Comissão Europeia, Jean-Claude Juncker, afirmou que deseja evitar a saída da Grécia da zona do euro e que chegou o momento de um novo encontro à mesa de negociações, poucas horas antes de uma reunião de cúpula da Eurozona sobre a crise. Jean-Claude Juncker participa de audiência...   \n",
       "100                                                                                                                                       Olmert e Abbas reúnem-se para discutir futuro Estado palestino Esta é a primeira vez que um premiê israelense se reúne com o presidente da ANP em território palestino   \n",
       "101                                                                                                                                        Negociadores israelenses e palestinos se reunirão nos EUA Porta-voz de Mahmoud Abbas diz que reunião tem objetivo de impulsionar processo de paz entre a ANP e Israel   \n",
       "102                                                                                                                                                            Abbas pede fim dos assentamentos israelenses Presidente da ANP alerta sobre o desastre que poderá acontecer caso Israel não cumpra suas promessas   \n",
       "103                                                                                                                                    Israel e Hamas se reunirão no Egito na quinta, diz embaixador Encontro, que também terá a presença da ANP, deve discutir a proposta franco egípcia de cessar-fogo em Gaza   \n",
       "104                                                                                                                                                       Presidente da ANP diz que agressão deve parar Segundo Mahmoud Abbas, Israel será o responsável por enxurrada de sangue se não aceitar acordo de trégua   \n",
       "105   Após 15 dias, o corpo de um dos três funcionários desaparecidos após a explosão no navio-plataforma FPSO Cidade de São Mateus foi localizado na embarcação, segundo informou nesta quinta-feira (26) a BW Offshore, operadora responsável. Sendo assim, sobe para sete o número de mortos na explosão o...   \n",
       "106   Filho de indiano esteve no DML para liberar corpo do pai (Foto: Fiorella Gomes/ CBN Vitória) O corpo da quinta vítima da explosão do navio-plataforma Cidade São Mateus, no litoral do Espírito Santo, foi identificado e liberado nesta segunda-feira (16). Segundo a Polícia Civil do estado, o filho...   \n",
       "107   Navio-plataforma onde ocorreu explosão que deixou cinco mortos (Foto: Bernardo Coutinho/ A Gazeta) As buscas pelos quatro desaparecidos dentro do navio-plataforma Cidade de São Mateus, onde ocorreu uma explosão na quarta-feira (11), no litoral de Aracruz, no Espírito Santo, foram suspensas no f...   \n",
       "108   Famílias aguardando liberação no DML (Foto: Reprodução/ TV Gazeta) Os corpos de quatro das cinco vítimas da explosão no navio-plataforma Cidade de São Mateus, em Aracruz, no Norte do Espírito Santo, foram liberados pelo Departamento Médico Legal (DML) de Vitória no início da tarde desta sexta-f...   \n",
       "109   Mossoroense, Luiz Cláudio Nogueira, de 43 anos, trabalhava como técnico de segurança na BW Offshore (Foto: Arquivo familiar) O corpo do técnico de segurança Luiz Cláudio Nogueira, morto na explosão na casa de bombas do navio-plataforma FPSO Cidade de São Mateus, que presta serviços para a Petro...   \n",
       "110   Reuters Tamanho do texto Por Sabrina Lorenzi RIO DE JANEIRO, 4 Out (Reuters) - A Repsol Sinopec e a Petrogal Brasil, ambas com participação da chinesa Sinopec, poderão participar sem restrições do leilão de Libra, para o qual pagaram taxa de participação, informou nesta sexta-feira à Reuters um...   \n",
       "111   RIO DE JANEIRO, 21 Out (Reuters) - A Petrobras, a anglo-holandesa Shell, a francesa Total e as estatais chinesas CNPC e CNOOC venceram o leilão da área de Libra, no pré-sal, com uma oferta mínima de óleo lucro de 41,65 por cento. O consórcio foi o único a apresentar proposta em evento da Agênci...   \n",
       "112   Por Sabrina Lorenzi RIO DE JANEIRO, 20 Set (Reuters) - O leilão da reserva petrolífera de Libra poderá contar com mais de três consórcios concorrentes, sinalizou nesta sexta-feira a diretora-geral da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP), Magda Chambriard. Questionad...   \n",
       "113   Por Sabrina Lorenzi RIO DE JANEIRO, 20 Set (Reuters) - O leilão da reserva de petróleo de Libra poderá contar com mais de três consórcios concorrentes, sinalizou nesta sexta-feira a diretora-geral da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP), Magda Chambriard. Apenas 11 ...   \n",
       "114   Por Denise Luna RIO (Reuters) - O prospecto Libra, área ainda não licitada no pré-sal da bacia de Santos, possui aproximadamente 8 bilhões de barris de óleo equivalente, disse nesta segunda-feira o secretário de Petróleo e Gás do Ministério de Minas e Energia, Marco Antônio Almeida. O volume ci...   \n",
       "115   RIO - O procurador da República Eduardo Santos, do Ministério Público Federal em Campos dos Goytacazes, afirmou nesta segunda-feira que não descarta pedir à Justiça a prisão preventiva de executivos da Chevron, responsável pelo vazamento de 2,4 mil barris de óleo no campo de Frade, em novembro,...   \n",
       "116   Na decisão, o juiz Vlamir Costa Magalhães destacou o interesse público diante da gravidade dos fatos graves e supostamente ilícitos apurados. Segundo ele, a possível saída dos executivos do Brasil geraria sério risco à investigação. \"Tais indivíduos possuem, aparentemente, nacionalidade estrang...   \n",
       "117                                                  Chevron ainda não foi comunicada sobre decisão da ANP A Chevron ainda não foi comunicada da decisão da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) de suspender as atividades de perfuração da empresa em todo o território nacional.   \n",
       "118   Veja também: Óleo volta a brotar no Campo de Frade e Chevron pede suspensão de operações Marinha vê mancha de 1 km perto do poço da Chevron A denúncia que a Procuradoria da República apresentará à Justiça foi elaborada a partir do inquérito da Polícia Federal sobre o vazamento de 2,4 mil barris...   \n",
       "119   Atualizado às 20h36 RIO - Os 17 executivos e funcionários da empresa norte-americana Chevron e da Transocean investigados pelos vazamentos de petróleo na Bacia de Campos estão impedidos pela Justiça Federal de sair do Brasil. Entre eles está o presidente da petroleira no Brasil, George Buck. A ...   \n",
       "120   Reuters Tamanho do texto RIO DE JANEIRO (Reuters) - Os preços médios da gasolina e do diesel vendidos nos postos do Brasil subiram na última semana na comparação com o período anterior, após a Petrobras ter elevado os preços nas refinarias, apontou nesta sexta-feira pesquisa da Agência Nacional...   \n",
       "121   Vendas de gasolina e do álcool diminuíram em outubro. (Foto: REUTERS/Ricardo Moraes) As vendas de combustíveis no Brasil despencaram 5,8% em outubro e acumulam queda de 1,4% no ano, com a recessão econômica impactando os volumes vendidos no país, segundo dados publicados nesta terça-feira (24) ...   \n",
       "122   Por Marta Nogueira RIO DE JANEIRO (Reuters) - O Brasil aumentou a produção de diesel em agosto deste ano, enquanto reduziu as importações do produto em meio a uma alta do dólar e ao desaquecimento da economia. A produção de diesel do país, controlada pela Petrobras, subiu 2,8 por cento no mês p...   \n",
       "123   Reuters Tamanho do texto RIO DE JANEIRO (Reuters) - O consumo de diesel no Brasil caiu 2,5 por cento no primeiro semestre ante o mesmo período do ano passado, enquanto as vendas de gasolina recuaram 5 por cento no mesmo período, de acordo com dados publicados nesta quarta-feira pela Agência Nac...   \n",
       "124   Por Marta Nogueira RIO DE JANEIRO (Reuters) - As vendas de combustíveis no Brasil caíram 0,4 por cento no primeiro bimestre do ano frente o mesmo período de 2014, segundo dados do Sindicato Nacional das Empresas Distribuidoras de Combustíveis e de Lubrificantes (Sindicom) obtidos pela Reuters n...   \n",
       "125   O poço está localizado a 105 quilômetros do município de Aracaju, na costa de Sergipe, em profundidade de água de 2.328 metros. O poço ainda se encontra em perfuração a uma profundidade de 5.768 metros. Esta é a quinta descoberta de hidrocarbonetos feita pela Petrobras este ano em águas ultrapr...   \n",
       "126   ultraprofundas da Bacia de Sergipe-Alagoas. Segundo o comunicado, o teste avaliou 30 metros de formação de arenitos turbidíticos e confirmou as boas condições do reservatório, apresentando excelente produtividade de óleo de boa qualidade (38º API). O poço está localizado a 104 km da cidade de A...   \n",
       "127   Ramona Ordoñez - O Globo Tamanho do texto RIOA Petrobras informou nesta segunda-feira que com a perfuração de um terceiro poço confirmou a existência de petróleo leve de boa qualidade em águas ultraprofundas no litoral de Sergipe, além de ter descoberto também uma nova acumulação de petróleo. S...   \n",
       "128   A hipótese de o vazamento do poço da Chevron no Campo de Frade ter sido provocado pela ruptura parcial do reservatório de petróleo vem sendo analisada de maneira sigilosa pela Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP). Ainda não há comprovação de que esse rompimento tenh...   \n",
       "129   A reserva quanto à divulgação da possibilidade se baseia na constatação de que, se o reservatório natural rompeu, não haverá meios de conter o vazamento com rapidez. A tentativa de contenção exigiria complexos trabalhos de engenharia, com equipamentos sofisticados operando a grandes profundidad...   \n",
       "130   Publicidade Os médicos legistas identificaram 21 novas vítimas da queda do avião da Malaysia Airlines, informou nesta sexta-feira (8) o governo holandês, enquanto os investigadores internacionais deixaram o leste da Ucrânia em razão dos combates. Agora são 23 vítimas identificadas no total. O v...   \n",
       "131                                                                                                         A colisão de um trem com um caminhão deixou vários feridos nesta sexta-feira (18), no norte da Holanda, segundo a agência ANP, citada pela Reuters. Detalhes do acidente ainda não foram divulgados.   \n",
       "132   Holandeses passeiam de botes infláveis por canal em Utrech, nesta sexta-feira (9) (Foto: Koen Van Weel/AFP/ANP) Holandeses participaram nesta sexta-feira (9) da \"Missão do Bote Inflável\" em Utrech. No evento, os participantes, a bordo de botes infláveis, navegam por um dos canais da cidade. O o...   \n",
       "133   Um grupo de cerca de 150 mulheres se reuniu em Amsterdã, na Holanda, para tentar quebrar o recorde de maior número de pessoas fazendo pole dance simultaneamente. Mulheres de diversas partes do país se reuniram para dançar a mesma música, para que pudessem registrar o feito no Guinness Book. Mul...   \n",
       "134   O primeiro-ministro australiano, Tony Abbott, afirmou nesta quarta-feira (23) que é muito possível que ainda existam vários corpos ao ar livre no local onde o avião malaio foi derrubado, no leste da Ucrânia. \"É muito possível que ainda existam muitos corpos ali, ao ar livre, sob o sol em pleno ...   \n",
       "135   Para Magda, o número atende a expectativas da agência, tendo como base o leilão anterior, quando cerca da metade das 64 empresas interessadas se qualificaram para as áreas em terra. \"Estamos falando de um número esperado para participar da 12ª Rodada de quase a metade (do número da 11ª Rodada)....   \n",
       "136   Denominadas UTE MC2 Joinville e UTE MC2 João Neiva, as usinas são termoelétricas a gás e comercializaram 450MW médios de energia no Leilão A-5 realizado em 30 de setembro de 2008. A MPX pretende transferir os projetos para o Complexo Termoelétrico Parnaíba, no Estado do Maranhão, conforme comun...   \n",
       "137   Publicidade Apenas seis das 30 empresas que arremataram blocos na 11ª rodada da ANP (Agência Nacional do Petróleo) assinaram os contratos com a agência nesta terça-feira (6), informou a diretora geral da ANP, Magda Chambriard. Ela explicou que as empresas tem até o último dia de agosto para pag...   \n",
       "138   Com o pronunciamento do diretor-geral da Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP), Décio Odonni, e com número recorde de empresas participantes da licitação do pré-sal, foi iniciada há instantes, no Rio de Janeiro, a 4ª Rodada de Partilha da Produção. Ao todo, 16 empres...   \n",
       "139   Sonda Urca, da Sete Brasil, para atuar na exploração do pré-sal - Agência O Globo SÃO PAULO - Os dois leilões de áreas para exploração de petróleo e gás no pré-sal que o Brasil realizará em 27 de outubro atraíram algumas das maiores petroleiras do mundo, informou nesta terça-feira a Agência Nac...   \n",
       "140   SÃ£o Paulo O aumento de 8,5% no botijÃ£o de gÃ¡s de 13 quilos nas refinarias, anunciado pela Petrobras na semana passada, jÃ¡ chegou em parte para o consumidor da capital paulista. O preÃ§o mÃ©dio do botijÃ£o ficou em R$ 69,75, de acordo com levantamento da ANP (agÃªncia de petrÃ³leo), feito en...   \n",
       "141   Rio de Janeiro A Petrobras anunciou nesta quarta (4) corte de 4,4% no preÃ§o do gÃ¡s de cozinha vendido em botijÃµes de 13 quilos, mais usado por residÃªncias. Ã o primeiro ajuste sob a nova polÃ­tica de preÃ§os para o combustÃ­vel, anunciada em janeiro apÃ³s uma sequÃªncia de altas no segundo...   \n",
       "142   Os preÃ§os mÃ©dios de gasolina, etanol e diesel renovaram mÃ¡ximas nominais nos postos do Brasil nesta semana, mantendo uma tendÃªncia vista neste inÃ­cio do ano, segundo pesquisa da ANP (AgÃªncia Nacional do PetrÃ³leo, GÃ¡s Natural e BiocombustÃ­veis). Os valores da gasolina subiram 0,55% ante...   \n",
       "143   Aumento do gás para o consumidor vem na segunda-feira O presidente do Sindigás (Sindicato Nacional das Distribuidoras de Gás de Cozinha), José Carlos Guimarães, afirmou que o repasse do reajuste da Petrobras sobre o preço do gás de cozinha para o consumidor será imediato, a partir da próxima se...   \n",
       "144   Rio de Janeiro ApÃ³s dois meses, a Petrobras voltarÃ¡ nesta quarta (24) a vender gasolina em suas refinarias por menos de R$ 2. SerÃ¡ o oitavo corte seguido no preÃ§o do combustÃ­vel, que passarÃ¡ a R$ 1,9855 por litro. A sequÃªncia de cortes responde ao recuo nas cotaÃ§Ãµes da gasolina no merc...   \n",
       "145   Etanol só é vantajoso em São Paulo e Goiás Os preços do etanol seguem mais competitivos que os da gasolina em São Paulo e em Goiás, de acordo com dados da Agência Nacional de Petróleo, Gás Natural e Biocombustíveis (ANP), compilados pelo AE Taxas, da Agência Estado, referentes a esta semana. As...   \n",
       "146   Os preços do etanol hidratado praticados nos postos brasileiros caíram em 13 estados e no Distrito Federal e subiram em 10, de acordo com dados coletados pela Agência Nacional de Petróleo Gás Natural e Biocombustíveis (ANP) na semana terminada em 01 de junho de 2012. No Amapá, Minas Gerais e Pa...   \n",
       "147   SÃO PAULO - Os preços do etanol hidratado praticados nos postos brasileiros caíram em 16 estados e subiram em outros 10 e no Distrito Federal, de acordo com dados coletados pela Agência Nacional de Petróleo Gás Natural e Biocombustíveis (ANP) na semana terminada em 4 de agosto de 2012. Na Paraí...   \n",
       "148   Segundo o levantamento, o preço do etanol está hoje em 67,16% do preço da gasolina em São Paulo. No Mato Grosso, a relação está em 63,74%. Em Goiás, a relação está em 67,32% no período analisado. A gasolina está mais vantajosa principalmente em Piauí (preço do etanol é 90,02% do valor da gasoli...   \n",
       "149   Em São Paulo, maior Estado consumidor, as cotações caíram 0,51% na semana. No período de um mês, as cotações do etanol registram queda acumulada de 1,52% nos postos paulistas. A maior alta semanal foi verificada no Maranhão, de 0,73%. A maior queda semanal foi verificada no Rio de Janeiro, de 0...   \n",
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      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topics_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inferindo o tópico de cada notícia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>news_id</th>\n",
       "      <th>topic_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4588008</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4588005</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4588049</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4588159</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3141544</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   news_id  topic_num\n",
       "0  4588008         17\n",
       "1  4588005         17\n",
       "2  4588049         17\n",
       "3  4588159          4\n",
       "4  3141544          4"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#news_ids = df['id'].tolist()\n",
    "news_ids = df.index.values\n",
    "news_topics = []\n",
    "for i, row in enumerate(lda_model[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        (topic_num, prop_topic) = row[0]\n",
    "        news_topics.append(topic_num+1)\n",
    "\n",
    "d = {'news_id': news_ids, 'topic_num': news_topics}\n",
    "my_df_topics = pd.DataFrame(data=d)\n",
    "option = 'option' + '2'\n",
    "#my_df_topics.to_csv('/Users/fabiola/Desktop/FGV/toy/anp/anp_topics_' + option + '.csv', index=False)\n",
    "my_df_topics.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise Longitudinal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexação dos anos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "index_1999_init = 0\n",
      "index_2000_init = 3\n",
      "index_2001_init = 33\n",
      "index_2002_init = 93\n",
      "index_2003_init = 347\n",
      "index_2004_init = 524\n",
      "index_2005_init = 636\n",
      "index_2006_init = 673\n",
      "index_2007_init = 862\n",
      "index_2008_init = 1061\n",
      "index_2009_init = 1234\n",
      "index_2010_init = 1639\n",
      "index_2011_init = 2393\n",
      "index_2012_init = 3131\n",
      "index_2013_init = 3725\n",
      "index_2014_init = 5318\n",
      "index_2015_init = 6151\n",
      "index_2016_init = 7094\n",
      "index_2017_init = 7959\n",
      "index_2018_init = 8975\n",
      "index_2019_init = 10792\n",
      "index_2019_end = 10926\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "year_init = 1999\n",
    "i = 0\n",
    "indexint = 'index_' + str(year_init) + '_init = ' + str(i)\n",
    "print(indexint)\n",
    "for index, row in df.iterrows():\n",
    "    d1 = row['publication_date']\n",
    "    d1 = d1[:19]    \n",
    "    datetime_object1 = datetime.datetime.strptime(d1, '%Y-%m-%dT%H:%M:%S')\n",
    "    current_year = datetime_object1.year\n",
    "    if not (current_year == year_init):\n",
    "        indexint = 'index_' + str(current_year) + '_init = ' + str(i)\n",
    "        print(indexint)\n",
    "        year_init = current_year\n",
    "    i = i+1\n",
    "indexint = 'index_' + str(current_year) + '_end = ' + str(i)\n",
    "print(indexint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_2000_init = 3\n",
    "index_2001_init = 33\n",
    "index_2002_init = 93\n",
    "index_2003_init = 347\n",
    "index_2004_init = 524\n",
    "index_2005_init = 636\n",
    "index_2006_init = 673\n",
    "index_2007_init = 862\n",
    "index_2008_init = 1061\n",
    "index_2009_init = 1234\n",
    "index_2010_init = 1643\n",
    "index_2011_init = 2406\n",
    "index_2012_init = 3145\n",
    "index_2013_init = 3739\n",
    "index_2014_init = 5334\n",
    "index_2015_init = 6173\n",
    "index_2016_init = 7125\n",
    "index_2017_init = 7998\n",
    "index_2018_init = 9017\n",
    "index_2019_init = 10850\n",
    "index_2019_end = 10984\n",
    "\n",
    "indexes = [index_2000_init,index_2001_init,index_2002_init,index_2003_init,index_2004_init,\n",
    "           index_2005_init,index_2006_init,index_2007_init,index_2008_init,index_2009_init,index_2010_init,\n",
    "           index_2011_init,index_2012_init,index_2013_init,index_2014_init,index_2015_init,index_2016_init,\n",
    "           index_2017_init,index_2018_init,index_2019_init,index_2019_end\n",
    "          ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Representatividade (theta) por ano em todos os topicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wz1OOWP418KmI2KiJTnNt0zsoy+v0iNgbuAI4CfhTSidi5aQ5NetoyobAgcBe9U29GlgBrKpZL2gg5yjKEa8/yMzraiGc2ltKk8WxZl0BPBl4S0TsB7yNsofxDMp5A09vMOtKYA/gOIDM/CrwVcqRvqfXxzVWZ+qG/TLKXr4TpqZn5psow5rOiYbOi6gfJJ8BbsjMz1GOCpwBnFA3xBs5GT4zf0U52vvFiIi6Q+iz1PMUak4jO6Qy85fAO+uOjU0oO6LeR1lnHgYurRt5Exua51XA4Zn5HMoG4w3Adk3kZBka9ZfATZSdbF+mrIMfA/4V+PO6kTyxeHSI91cpdfZU4NLMPLnOwyeinsMyaVZmPkTZiXdtzb2XsrGzU52XRt5XtfY8SNkhdAGlJp4P/BdKnb8m6jCthrIeAo6PiFfUdh1L2Un0KeBlA49rwlSt+L2pCU3XioE68eWW60TW9+9qSq1Yq61aUbN+QakVn42ITWm3Vky93jvRXp3IWmsvoWy7vIEWa8WAr1COUJ1Kw7WitulnPFon1qWlOjHgAUqtuJAWa0X1c+B3I+LMlmvFw8ABEXFqZv66fqa8hfKZckaD9Wj+zMfhxC5/KIe3vwnsPzR9e0oP/oJ6ey9ghwayvgH81hruu5pHhw3szoSHhwfadcDAtL2AV9e/n0YZUz3RMMiac/tUm4CNgIvr38+n7O37HLBhQ6/Vt4A96+2LgV9QChnAnpQhic9uKOt2YL96+zLK0co31dsbA6+lHB1rcvmtM3Df9cCbJ23LGta/qTZdRDlCen69/SRKh/nkBrP2p2xMXVzXt9X1936UD9RGhqoOvzfr898NnDowbTdgddNZQ/cdVdf3o4BXAe9hzKEks+QcBnyh/n0S8N+YYOjUYNbg/AK7Dvz95Po6TjQseyhramjPvsBpwNbAd4GvAe9peJ3YknLU4cyBaatqmyYa7rOGrJ0pRweuo9b1Ov3ymV7XcZffwO1DgB8w9HnWUJt2oGyUXjC4rtXauEXDWQdRNrI/QNlwWwa8APijBtp1IHA6cEi9vVcbtWIwh6Fhm03WiTVkrTt0X9O1YjBrg4HpjdaKgZxnABvXafs1XSeGsqa2wTYH3txSrfj3dtXbO9Za8YUma8XQ67TR0H2N1Ylplt/2LdaK4awD2qgVdb17HXBkvX0QZYj3CfV2AMcDf9LEMpzvn3mfgVYbB8+j7K35KLDzwPSp88+2p+zRuRm4Ddi6oaydBqYvr78/SemAvQC4Fti8oaynzPC4d1OGkjaaQxkTfiHlnMRX1KL5FwxtmEyQNfih8tyhx10AvLTB9WLXOm1rygVavjVVvCiH8t9T3/Rz/vCcYflNbQAfVZfjJi2u6y+mds7r7fOAt9e/x9ogGMp6cp22HfAayh7tqfa9H3hqA237jXNt6/SDKEM6/0N9/U6lDL3YZIK2TXte78B6sSfwL5Sj3E9rOqf+vRvlw+23KfVplyaX35req5Q9pddMsj7O8FrtUJfXfTx6/sqnGLPmzpCzIbDeUJs+Td2YbDhr17q+nU3pzL6EsmPnCQ2/VmsNPeb1lI3SRttEqXPrU47cnFannUQ5MjH2zskZlt9mNW/q8/hVlCNH60zw/h08V/4magePsmHXWK1g+nPy126yTsyWVX83WSvWmLWGx01UK2Zo045N1olp1omX1emb0HytmG7924MGa8UMy29wR97EdWKW5bcRzdeK4ayp515Bg7WCx17n4lvAC+r0oyk7Gc6ot8+o69+G4+QspJ95n4HWGlZOtPxWXQHPopwv9YyB+6cK8hsoBXmPhrJeN5xVH/M2ypC365is8I/arpMpFwF5coM5h9b7jqd8qBxTb2/PBHtzpsk6bA1tOoky/HGsNk2TdR71YiKU8y4+TDkK+wbKDoCxPjhne53qY55YHzPRyfVrWP/O49G9YpsC76V0vF4JfJ0ZdhCMkfUO4OA1vFanU448bzNh2w4EPgK8mtIZXz10/z6U8zw+QPmgmeR9PG0Wj+2IPQv4CbBbWznAEyjn4tw4bs4cspZTNoK/wsCOlhZeqxMoQ7Smbo97RHSmNg1u7Lycske4zTbtAvwh5Yj51cDubb1WA++toykbcWONphihTQcB91D20t/a4vq3bKBtL6MM/Z4k61mUo2mH1tvHUjYct6m3G6kV0+R8m6EN90nrxKhZDdaKUbImrhUz5ExdNKeROjHLOrHl0OOaqBWzrX+N1IrZXicaqhOzZG1ZbzdZK6ZbflsNPGbiWkHp6N0IPKvePouyY3+nentPyqirD1C2dcau6QvpZ95noLWGleFlB9e/d6YcjXo7A1cJpOyZvZYJOl/TZJ2zhqyLKXs3d2o46zHtAtajHD38xoRvvDW16VzKXqll1CtxdvFaUfY4H13feGMX4xmyzh16rU6gnIO2c8M5j1kn6n3HMMGe2BGX376UczvfM8k6MUvWIQOPOZSyo2HSrCMp526eQNmz9kTqCe5Dj1te18lJjpaPmhXAcxmzwzyHnM0pe4LHPjI6h6zHUXYGTLKhM2sWj+2IjdvRG7VNG1NGAbTapsG2AJu2nTXw+LH2ns+hTdvW9/fYO2vmkLUeZejeJDuhjgTuoIw0WXvgNbkCWDXwuPUpRwPGqhWz5Ow4uE5MUifmmLWCcu7ZpLVilKzNJqkVo+YMLscO2rRJQ7VilKypHWxj1Yoxlt8kR9lGbdN2lI7spLVilKzlk9SKmnM79fQmSk36KaWz+knKQZkNKN+393iGdgos5p95n4HWG/joSrMTj3bCDhq4//EtZ02N217FhOdyjJA1dV7Y1sB2LeW8g8eeJ9jYoe2ZXqtakBtp0zRZ5zLQYWm5TQc3nTNN1nkMjNlngmG2c20XEwxlq/8/6rm2+7CGD7mWsvYGtu0gZ1/KxvG6HWTtQ+nsTXLuTSfnRc+xTZt11Ka9O1z/9mKg49Ly+vekjtq0NwN77ifIGuVc+adNUpfmkLMHE3T855g1dX77pLVi1OW3jDG/omCEnEPr301d02DUNq3TQK0Ydb0Yu/Mwh5zdJ8mZ6/rHhNvQc1x+Yw+nZLTrXHwSOGKS9izUn95fjTPrpVkz8x8pvfefAy+OiIPr9Htazvq9iNg/M+/IzO+2nHVSRByQmT/MzLtaynkQODnKV1mQ9V3SUtbPgZdExIGZ+dOm2jRN1kOUy2U3egnradp04tTyaznrZ8BLI+KgOv1XLWZNtevpdfq/jfvcEfE84FLK0cGfDkxfKzPvpIyj3zoibubRdnaRdTnlss9t51xG2Vj8ZQdZH6RchGGsKxKPsfx+3lGb1u+oTR+k2/XvwQ5yLgPGWvfGyLqcCa4KPpB1K/DjgelTX3vwK+An9arKFzDml2jPMedCSgdiLHPMWh0RKxqoFaMuv8flwBeDN5xz78DyG3u7Yow2bdpArRg1a87LboycC8fNGSNrNRN89dYY7Vp/nG3OoZr0k6npmfnVzLyw/n0LZdjotuO1ZoGb795m1z+Uw81vZMIrBs0xa6KjHAspq49t6nK9mKf1b9FkMX/n2raW1cc2ufwWT1Yf27SGrNbOle8qp69ZfWyTy2/xZNHRdS4W+s9UI5eUiFgnGzzKsdSy+timLrP62KamsiJif8pw0+sjYmdKAV4GfDIzv1gfsyvlojOvzbI3bkFn9bFNXWb1sU1dZvWxTdNknUQ5ojaYdXGdvmeWUQgLNqevWX1sU5dZfWxTl1mz1aQo3xV5NOVUlOMz87Zx27SQLcnOnqSFrQ75eiQidgJOoXwIXJWZX6r3Pz4bGoLdVVYf29RlVh/b1GVWH9s0Q9ZfZ+YXImIV8Ots4BSKrnL6mtXHNnWZ1cc2dZk1Tc6VmfkPEbE15bzNxk4VWmjs7Ela0GpxfgnlCpUfyszrF3tWH9vUZVYf29RlVh/bNJS1Arg0M29czDl9zepjm7rM6mObuswayrksM29oI2ch6f0FWiQtbnX4xoeBHwJjDxtZSFl9bFOXWX1sU5dZfWzTUNYPgO8v9py+ZvWxTV1m9bFNXWYN5XyvrZyFxCN7khaFWGTnHy6knL5m9bFNXWb1sU1dZvWxTV1m9bFNXWb1sU1dZnXZpvlmZ0+SJEmSeshhnJIkSZLUQ3b2JEmSJKmH7OxJkiRJUg/Z2ZMkSZKkHrKzJ0mSJEk9ZGdPkiRJknrIzp4kSZIk9ZCdPUmSJEnqITt7kiRJktRD/x9zjsPNLHewiAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ano</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "      <th>T5</th>\n",
       "      <th>T6</th>\n",
       "      <th>T7</th>\n",
       "      <th>T8</th>\n",
       "      <th>T9</th>\n",
       "      <th>...</th>\n",
       "      <th>T22</th>\n",
       "      <th>T23</th>\n",
       "      <th>T24</th>\n",
       "      <th>T25</th>\n",
       "      <th>T26</th>\n",
       "      <th>T27</th>\n",
       "      <th>T28</th>\n",
       "      <th>T29</th>\n",
       "      <th>T30</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.031636</td>\n",
       "      <td>0.072227</td>\n",
       "      <td>8.354168e-06</td>\n",
       "      <td>0.119164</td>\n",
       "      <td>0.244078</td>\n",
       "      <td>0.002788</td>\n",
       "      <td>0.016436</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.003934</td>\n",
       "      <td>...</td>\n",
       "      <td>8.354168e-06</td>\n",
       "      <td>0.000385</td>\n",
       "      <td>0.004533</td>\n",
       "      <td>0.061019</td>\n",
       "      <td>0.000428</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.011148</td>\n",
       "      <td>8.354168e-06</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001.0</td>\n",
       "      <td>0.002210</td>\n",
       "      <td>0.007021</td>\n",
       "      <td>8.208390e-06</td>\n",
       "      <td>0.064096</td>\n",
       "      <td>0.038430</td>\n",
       "      <td>0.018985</td>\n",
       "      <td>0.032762</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.015723</td>\n",
       "      <td>...</td>\n",
       "      <td>2.313909e-02</td>\n",
       "      <td>0.004706</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.012386</td>\n",
       "      <td>0.014625</td>\n",
       "      <td>0.057347</td>\n",
       "      <td>0.025725</td>\n",
       "      <td>0.007698</td>\n",
       "      <td>8.208390e-06</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>0.037854</td>\n",
       "      <td>0.041616</td>\n",
       "      <td>1.990739e-03</td>\n",
       "      <td>0.078356</td>\n",
       "      <td>0.085950</td>\n",
       "      <td>0.006986</td>\n",
       "      <td>0.075385</td>\n",
       "      <td>0.001733</td>\n",
       "      <td>0.008601</td>\n",
       "      <td>...</td>\n",
       "      <td>1.010528e-02</td>\n",
       "      <td>0.000543</td>\n",
       "      <td>0.017507</td>\n",
       "      <td>0.089957</td>\n",
       "      <td>0.003932</td>\n",
       "      <td>0.004241</td>\n",
       "      <td>0.028078</td>\n",
       "      <td>0.063580</td>\n",
       "      <td>2.146039e-04</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>0.080641</td>\n",
       "      <td>0.035579</td>\n",
       "      <td>3.909740e-03</td>\n",
       "      <td>0.085970</td>\n",
       "      <td>0.057714</td>\n",
       "      <td>0.008591</td>\n",
       "      <td>0.048348</td>\n",
       "      <td>0.002266</td>\n",
       "      <td>0.006902</td>\n",
       "      <td>...</td>\n",
       "      <td>5.031166e-03</td>\n",
       "      <td>0.003344</td>\n",
       "      <td>0.012897</td>\n",
       "      <td>0.051791</td>\n",
       "      <td>0.013357</td>\n",
       "      <td>0.008974</td>\n",
       "      <td>0.055028</td>\n",
       "      <td>0.040197</td>\n",
       "      <td>2.029463e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>0.050962</td>\n",
       "      <td>0.022772</td>\n",
       "      <td>1.956219e-03</td>\n",
       "      <td>0.071302</td>\n",
       "      <td>0.054090</td>\n",
       "      <td>0.008957</td>\n",
       "      <td>0.082077</td>\n",
       "      <td>0.001859</td>\n",
       "      <td>0.014224</td>\n",
       "      <td>...</td>\n",
       "      <td>6.594843e-03</td>\n",
       "      <td>0.006725</td>\n",
       "      <td>0.018494</td>\n",
       "      <td>0.054575</td>\n",
       "      <td>0.007483</td>\n",
       "      <td>0.037633</td>\n",
       "      <td>0.063570</td>\n",
       "      <td>0.037167</td>\n",
       "      <td>1.153499e-04</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.063400</td>\n",
       "      <td>0.033537</td>\n",
       "      <td>2.371459e-08</td>\n",
       "      <td>0.087453</td>\n",
       "      <td>0.038233</td>\n",
       "      <td>0.015334</td>\n",
       "      <td>0.090478</td>\n",
       "      <td>0.002505</td>\n",
       "      <td>0.045434</td>\n",
       "      <td>...</td>\n",
       "      <td>2.371459e-08</td>\n",
       "      <td>0.006034</td>\n",
       "      <td>0.004520</td>\n",
       "      <td>0.023614</td>\n",
       "      <td>0.038482</td>\n",
       "      <td>0.021761</td>\n",
       "      <td>0.074094</td>\n",
       "      <td>0.036966</td>\n",
       "      <td>2.371459e-08</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>0.124065</td>\n",
       "      <td>0.021903</td>\n",
       "      <td>1.261392e-02</td>\n",
       "      <td>0.038346</td>\n",
       "      <td>0.014610</td>\n",
       "      <td>0.018922</td>\n",
       "      <td>0.120550</td>\n",
       "      <td>0.004835</td>\n",
       "      <td>0.008953</td>\n",
       "      <td>...</td>\n",
       "      <td>1.213318e-03</td>\n",
       "      <td>0.002691</td>\n",
       "      <td>0.003188</td>\n",
       "      <td>0.038285</td>\n",
       "      <td>0.007914</td>\n",
       "      <td>0.046961</td>\n",
       "      <td>0.088094</td>\n",
       "      <td>0.019060</td>\n",
       "      <td>5.524202e-04</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>0.051270</td>\n",
       "      <td>0.027790</td>\n",
       "      <td>2.043399e-02</td>\n",
       "      <td>0.034161</td>\n",
       "      <td>0.020947</td>\n",
       "      <td>0.025539</td>\n",
       "      <td>0.061910</td>\n",
       "      <td>0.017028</td>\n",
       "      <td>0.014932</td>\n",
       "      <td>...</td>\n",
       "      <td>1.438025e-02</td>\n",
       "      <td>0.014924</td>\n",
       "      <td>0.014818</td>\n",
       "      <td>0.035052</td>\n",
       "      <td>0.014856</td>\n",
       "      <td>0.036829</td>\n",
       "      <td>0.059468</td>\n",
       "      <td>0.020934</td>\n",
       "      <td>1.373990e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>0.027530</td>\n",
       "      <td>0.021403</td>\n",
       "      <td>2.061665e-02</td>\n",
       "      <td>0.021601</td>\n",
       "      <td>0.026397</td>\n",
       "      <td>0.056286</td>\n",
       "      <td>0.051800</td>\n",
       "      <td>0.020617</td>\n",
       "      <td>0.025480</td>\n",
       "      <td>...</td>\n",
       "      <td>2.061665e-02</td>\n",
       "      <td>0.030723</td>\n",
       "      <td>0.024677</td>\n",
       "      <td>0.029099</td>\n",
       "      <td>0.022229</td>\n",
       "      <td>0.027025</td>\n",
       "      <td>0.077868</td>\n",
       "      <td>0.020617</td>\n",
       "      <td>3.028103e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>0.048735</td>\n",
       "      <td>0.018605</td>\n",
       "      <td>2.440557e-03</td>\n",
       "      <td>0.019716</td>\n",
       "      <td>0.007120</td>\n",
       "      <td>0.012843</td>\n",
       "      <td>0.082663</td>\n",
       "      <td>0.004517</td>\n",
       "      <td>0.003258</td>\n",
       "      <td>...</td>\n",
       "      <td>1.959192e-03</td>\n",
       "      <td>0.057269</td>\n",
       "      <td>0.010256</td>\n",
       "      <td>0.021483</td>\n",
       "      <td>0.013271</td>\n",
       "      <td>0.013169</td>\n",
       "      <td>0.073301</td>\n",
       "      <td>0.006202</td>\n",
       "      <td>4.400421e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>0.029779</td>\n",
       "      <td>0.003721</td>\n",
       "      <td>1.803698e-02</td>\n",
       "      <td>0.012744</td>\n",
       "      <td>0.002599</td>\n",
       "      <td>0.014352</td>\n",
       "      <td>0.093673</td>\n",
       "      <td>0.035126</td>\n",
       "      <td>0.018801</td>\n",
       "      <td>...</td>\n",
       "      <td>6.310556e-03</td>\n",
       "      <td>0.096806</td>\n",
       "      <td>0.015592</td>\n",
       "      <td>0.017528</td>\n",
       "      <td>0.022833</td>\n",
       "      <td>0.011828</td>\n",
       "      <td>0.046817</td>\n",
       "      <td>0.003404</td>\n",
       "      <td>9.589786e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>0.046047</td>\n",
       "      <td>0.004156</td>\n",
       "      <td>3.114171e-02</td>\n",
       "      <td>0.029615</td>\n",
       "      <td>0.004151</td>\n",
       "      <td>0.020371</td>\n",
       "      <td>0.069998</td>\n",
       "      <td>0.006319</td>\n",
       "      <td>0.009021</td>\n",
       "      <td>...</td>\n",
       "      <td>4.052284e-03</td>\n",
       "      <td>0.010773</td>\n",
       "      <td>0.090812</td>\n",
       "      <td>0.017206</td>\n",
       "      <td>0.036206</td>\n",
       "      <td>0.012045</td>\n",
       "      <td>0.057040</td>\n",
       "      <td>0.003566</td>\n",
       "      <td>1.013745e-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>0.022529</td>\n",
       "      <td>0.004076</td>\n",
       "      <td>4.106267e-02</td>\n",
       "      <td>0.028702</td>\n",
       "      <td>0.006614</td>\n",
       "      <td>0.010672</td>\n",
       "      <td>0.085106</td>\n",
       "      <td>0.004946</td>\n",
       "      <td>0.014670</td>\n",
       "      <td>...</td>\n",
       "      <td>7.240753e-03</td>\n",
       "      <td>0.012510</td>\n",
       "      <td>0.144072</td>\n",
       "      <td>0.016570</td>\n",
       "      <td>0.052003</td>\n",
       "      <td>0.010083</td>\n",
       "      <td>0.055913</td>\n",
       "      <td>0.002088</td>\n",
       "      <td>8.118334e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.020896</td>\n",
       "      <td>0.010973</td>\n",
       "      <td>3.124062e-02</td>\n",
       "      <td>0.025330</td>\n",
       "      <td>0.005194</td>\n",
       "      <td>0.012726</td>\n",
       "      <td>0.101209</td>\n",
       "      <td>0.013648</td>\n",
       "      <td>0.018336</td>\n",
       "      <td>...</td>\n",
       "      <td>5.181588e-03</td>\n",
       "      <td>0.121561</td>\n",
       "      <td>0.014550</td>\n",
       "      <td>0.014343</td>\n",
       "      <td>0.010450</td>\n",
       "      <td>0.022901</td>\n",
       "      <td>0.175032</td>\n",
       "      <td>0.003520</td>\n",
       "      <td>3.419031e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>0.049977</td>\n",
       "      <td>0.036320</td>\n",
       "      <td>6.140046e-02</td>\n",
       "      <td>0.066949</td>\n",
       "      <td>0.020381</td>\n",
       "      <td>0.012744</td>\n",
       "      <td>0.076641</td>\n",
       "      <td>0.011323</td>\n",
       "      <td>0.032953</td>\n",
       "      <td>...</td>\n",
       "      <td>7.435264e-03</td>\n",
       "      <td>0.032543</td>\n",
       "      <td>0.009514</td>\n",
       "      <td>0.035888</td>\n",
       "      <td>0.010533</td>\n",
       "      <td>0.038692</td>\n",
       "      <td>0.066917</td>\n",
       "      <td>0.005127</td>\n",
       "      <td>4.147867e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>0.050030</td>\n",
       "      <td>0.061537</td>\n",
       "      <td>4.212976e-02</td>\n",
       "      <td>0.075961</td>\n",
       "      <td>0.042460</td>\n",
       "      <td>0.017732</td>\n",
       "      <td>0.076553</td>\n",
       "      <td>0.005720</td>\n",
       "      <td>0.026648</td>\n",
       "      <td>...</td>\n",
       "      <td>9.436772e-02</td>\n",
       "      <td>0.013110</td>\n",
       "      <td>0.009510</td>\n",
       "      <td>0.044668</td>\n",
       "      <td>0.007599</td>\n",
       "      <td>0.028464</td>\n",
       "      <td>0.068452</td>\n",
       "      <td>0.006687</td>\n",
       "      <td>4.613100e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>0.067417</td>\n",
       "      <td>0.045003</td>\n",
       "      <td>4.867266e-02</td>\n",
       "      <td>0.081048</td>\n",
       "      <td>0.067654</td>\n",
       "      <td>0.017282</td>\n",
       "      <td>0.099752</td>\n",
       "      <td>0.003902</td>\n",
       "      <td>0.019798</td>\n",
       "      <td>...</td>\n",
       "      <td>8.111785e-03</td>\n",
       "      <td>0.015309</td>\n",
       "      <td>0.006886</td>\n",
       "      <td>0.056314</td>\n",
       "      <td>0.003886</td>\n",
       "      <td>0.024012</td>\n",
       "      <td>0.044980</td>\n",
       "      <td>0.017396</td>\n",
       "      <td>1.869514e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>0.047130</td>\n",
       "      <td>0.045948</td>\n",
       "      <td>4.134235e-02</td>\n",
       "      <td>0.051617</td>\n",
       "      <td>0.069504</td>\n",
       "      <td>0.014476</td>\n",
       "      <td>0.082640</td>\n",
       "      <td>0.005213</td>\n",
       "      <td>0.009230</td>\n",
       "      <td>...</td>\n",
       "      <td>1.987959e-03</td>\n",
       "      <td>0.024099</td>\n",
       "      <td>0.002671</td>\n",
       "      <td>0.070225</td>\n",
       "      <td>0.003851</td>\n",
       "      <td>0.018101</td>\n",
       "      <td>0.130407</td>\n",
       "      <td>0.015256</td>\n",
       "      <td>1.527167e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>0.029588</td>\n",
       "      <td>0.027859</td>\n",
       "      <td>1.994104e-02</td>\n",
       "      <td>0.042142</td>\n",
       "      <td>0.132161</td>\n",
       "      <td>0.015742</td>\n",
       "      <td>0.055149</td>\n",
       "      <td>0.006290</td>\n",
       "      <td>0.029467</td>\n",
       "      <td>...</td>\n",
       "      <td>4.489088e-03</td>\n",
       "      <td>0.021125</td>\n",
       "      <td>0.003769</td>\n",
       "      <td>0.063595</td>\n",
       "      <td>0.004239</td>\n",
       "      <td>0.019209</td>\n",
       "      <td>0.087586</td>\n",
       "      <td>0.072200</td>\n",
       "      <td>8.263946e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.053701</td>\n",
       "      <td>0.034740</td>\n",
       "      <td>4.582814e-02</td>\n",
       "      <td>0.038448</td>\n",
       "      <td>0.079535</td>\n",
       "      <td>0.019517</td>\n",
       "      <td>0.034952</td>\n",
       "      <td>0.029028</td>\n",
       "      <td>0.034524</td>\n",
       "      <td>...</td>\n",
       "      <td>1.521764e-02</td>\n",
       "      <td>0.019690</td>\n",
       "      <td>0.014433</td>\n",
       "      <td>0.072323</td>\n",
       "      <td>0.014433</td>\n",
       "      <td>0.022378</td>\n",
       "      <td>0.077088</td>\n",
       "      <td>0.036599</td>\n",
       "      <td>3.221975e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Ano        T1        T2            T3        T4        T5        T6  \\\n",
       "0  2000.0  0.031636  0.072227  8.354168e-06  0.119164  0.244078  0.002788   \n",
       "0  2001.0  0.002210  0.007021  8.208390e-06  0.064096  0.038430  0.018985   \n",
       "0  2002.0  0.037854  0.041616  1.990739e-03  0.078356  0.085950  0.006986   \n",
       "0  2003.0  0.080641  0.035579  3.909740e-03  0.085970  0.057714  0.008591   \n",
       "0  2004.0  0.050962  0.022772  1.956219e-03  0.071302  0.054090  0.008957   \n",
       "0  2005.0  0.063400  0.033537  2.371459e-08  0.087453  0.038233  0.015334   \n",
       "0  2006.0  0.124065  0.021903  1.261392e-02  0.038346  0.014610  0.018922   \n",
       "0  2007.0  0.051270  0.027790  2.043399e-02  0.034161  0.020947  0.025539   \n",
       "0  2008.0  0.027530  0.021403  2.061665e-02  0.021601  0.026397  0.056286   \n",
       "0  2009.0  0.048735  0.018605  2.440557e-03  0.019716  0.007120  0.012843   \n",
       "0  2010.0  0.029779  0.003721  1.803698e-02  0.012744  0.002599  0.014352   \n",
       "0  2011.0  0.046047  0.004156  3.114171e-02  0.029615  0.004151  0.020371   \n",
       "0  2012.0  0.022529  0.004076  4.106267e-02  0.028702  0.006614  0.010672   \n",
       "0  2013.0  0.020896  0.010973  3.124062e-02  0.025330  0.005194  0.012726   \n",
       "0  2014.0  0.049977  0.036320  6.140046e-02  0.066949  0.020381  0.012744   \n",
       "0  2015.0  0.050030  0.061537  4.212976e-02  0.075961  0.042460  0.017732   \n",
       "0  2016.0  0.067417  0.045003  4.867266e-02  0.081048  0.067654  0.017282   \n",
       "0  2017.0  0.047130  0.045948  4.134235e-02  0.051617  0.069504  0.014476   \n",
       "0  2018.0  0.029588  0.027859  1.994104e-02  0.042142  0.132161  0.015742   \n",
       "0  2019.0  0.053701  0.034740  4.582814e-02  0.038448  0.079535  0.019517   \n",
       "\n",
       "         T7        T8        T9  ...           T22       T23       T24  \\\n",
       "0  0.016436  0.000008  0.003934  ...  8.354168e-06  0.000385  0.004533   \n",
       "0  0.032762  0.000008  0.015723  ...  2.313909e-02  0.004706  0.056386   \n",
       "0  0.075385  0.001733  0.008601  ...  1.010528e-02  0.000543  0.017507   \n",
       "0  0.048348  0.002266  0.006902  ...  5.031166e-03  0.003344  0.012897   \n",
       "0  0.082077  0.001859  0.014224  ...  6.594843e-03  0.006725  0.018494   \n",
       "0  0.090478  0.002505  0.045434  ...  2.371459e-08  0.006034  0.004520   \n",
       "0  0.120550  0.004835  0.008953  ...  1.213318e-03  0.002691  0.003188   \n",
       "0  0.061910  0.017028  0.014932  ...  1.438025e-02  0.014924  0.014818   \n",
       "0  0.051800  0.020617  0.025480  ...  2.061665e-02  0.030723  0.024677   \n",
       "0  0.082663  0.004517  0.003258  ...  1.959192e-03  0.057269  0.010256   \n",
       "0  0.093673  0.035126  0.018801  ...  6.310556e-03  0.096806  0.015592   \n",
       "0  0.069998  0.006319  0.009021  ...  4.052284e-03  0.010773  0.090812   \n",
       "0  0.085106  0.004946  0.014670  ...  7.240753e-03  0.012510  0.144072   \n",
       "0  0.101209  0.013648  0.018336  ...  5.181588e-03  0.121561  0.014550   \n",
       "0  0.076641  0.011323  0.032953  ...  7.435264e-03  0.032543  0.009514   \n",
       "0  0.076553  0.005720  0.026648  ...  9.436772e-02  0.013110  0.009510   \n",
       "0  0.099752  0.003902  0.019798  ...  8.111785e-03  0.015309  0.006886   \n",
       "0  0.082640  0.005213  0.009230  ...  1.987959e-03  0.024099  0.002671   \n",
       "0  0.055149  0.006290  0.029467  ...  4.489088e-03  0.021125  0.003769   \n",
       "0  0.034952  0.029028  0.034524  ...  1.521764e-02  0.019690  0.014433   \n",
       "\n",
       "        T25       T26       T27       T28       T29           T30  Total  \n",
       "0  0.061019  0.000428  0.000008  0.000008  0.011148  8.354168e-06    1.0  \n",
       "0  0.012386  0.014625  0.057347  0.025725  0.007698  8.208390e-06    1.0  \n",
       "0  0.089957  0.003932  0.004241  0.028078  0.063580  2.146039e-04    1.0  \n",
       "0  0.051791  0.013357  0.008974  0.055028  0.040197  2.029463e-03    1.0  \n",
       "0  0.054575  0.007483  0.037633  0.063570  0.037167  1.153499e-04    1.0  \n",
       "0  0.023614  0.038482  0.021761  0.074094  0.036966  2.371459e-08    1.0  \n",
       "0  0.038285  0.007914  0.046961  0.088094  0.019060  5.524202e-04    1.0  \n",
       "0  0.035052  0.014856  0.036829  0.059468  0.020934  1.373990e-02    1.0  \n",
       "0  0.029099  0.022229  0.027025  0.077868  0.020617  3.028103e-02    1.0  \n",
       "0  0.021483  0.013271  0.013169  0.073301  0.006202  4.400421e-02    1.0  \n",
       "0  0.017528  0.022833  0.011828  0.046817  0.003404  9.589786e-02    1.0  \n",
       "0  0.017206  0.036206  0.012045  0.057040  0.003566  1.013745e-01    1.0  \n",
       "0  0.016570  0.052003  0.010083  0.055913  0.002088  8.118334e-02    1.0  \n",
       "0  0.014343  0.010450  0.022901  0.175032  0.003520  3.419031e-02    1.0  \n",
       "0  0.035888  0.010533  0.038692  0.066917  0.005127  4.147867e-02    1.0  \n",
       "0  0.044668  0.007599  0.028464  0.068452  0.006687  4.613100e-03    1.0  \n",
       "0  0.056314  0.003886  0.024012  0.044980  0.017396  1.869514e-02    1.0  \n",
       "0  0.070225  0.003851  0.018101  0.130407  0.015256  1.527167e-02    1.0  \n",
       "0  0.063595  0.004239  0.019209  0.087586  0.072200  8.263946e-03    1.0  \n",
       "0  0.072323  0.014433  0.022378  0.077088  0.036599  3.221975e-02    1.0  \n",
       "\n",
       "[20 rows x 32 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute avg theta given documents interval and total number of topics\n",
    "# return: list containing avg probability for each topic (list length: no_topics)\n",
    "def compute_avg_theta(range_init, range_end, no_topics):\n",
    "    topics_list = [0.0] * no_topics\n",
    "    total = range_end - range_init\n",
    "    total_sum = 0\n",
    "    for i, row in enumerate(lda_model[corpus]):    \n",
    "        if i in range(range_init,range_end):\n",
    "            for j, (topic_num, prop_topic) in enumerate(row):\n",
    "                topics_list[topic_num] += prop_topic\n",
    "    for i, prop in enumerate(topics_list):\n",
    "        topics_list[i] = prop / total\n",
    "        total_sum += topics_list[i]\n",
    "        \n",
    "    ## normalize with remaining\n",
    "    remaining = 1.0 - total_sum\n",
    "    add_each = remaining / len(topics_list)\n",
    "    \n",
    "    total_sum = 0\n",
    "    for i, val in enumerate(topics_list):\n",
    "        topics_list[i] = val+add_each\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    if total_sum > 1.0:\n",
    "        previous = topics_list[0]\n",
    "        topics_list[0] -= (total_sum - 1.0)\n",
    "        total_sum -= (previous-topics_list[0])\n",
    "        \n",
    "    return total_sum, topics_list\n",
    "\n",
    "def build_thetas(topics_list, total_sum, year):\n",
    "    thetas_df = pd.DataFrame()\n",
    "    thetas_df = thetas_df.append(pd.Series([int(year)]), ignore_index=True)\n",
    "    for i in range(num_topics):\n",
    "        theta_topic = pd.Series(topics_list[i])\n",
    "        thetas_df = pd.concat([thetas_df, theta_topic], axis=1)\n",
    "    total_sum_topic = pd.Series(total_sum)\n",
    "    thetas_df = pd.concat([thetas_df, total_sum_topic], axis=1)\n",
    "    list_columns = ['Ano']\n",
    "    for i in range(1,num_topics+1):\n",
    "        topic_id = 'T' + str(i)\n",
    "        list_columns.append(topic_id)\n",
    "    list_columns.append('Total')\n",
    "    thetas_df.columns = list_columns\n",
    "    return thetas_df\n",
    "    \n",
    "def plot_chart(topics_list,year):\n",
    "    plt.rcParams['figure.figsize'] = [15, 1]\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    N = len(topics_list)\n",
    "\n",
    "    ind = np.arange(0,N)            \n",
    "    width = 0.7                     \n",
    "\n",
    "    rects1 = ax.bar(ind, topics_list, width,color='blue')\n",
    "\n",
    "    ax.set_xlim(-width,len(ind)+width)\n",
    "    ax.set_ylim(0,0.15)\n",
    "    ax.set_ylabel('Theta')\n",
    "    ax.set_title(year)\n",
    "    xTickMarks = ['T'+str(i) for i in range(1,45)]\n",
    "    ax.set_xticks(ind)\n",
    "    xtickNames = ax.set_xticklabels(xTickMarks)\n",
    "    plt.setp(xtickNames, rotation=45, fontsize=10)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "year = 2000\n",
    "thetas_df_final = pd.DataFrame()\n",
    "for i in range(len(indexes)-2):\n",
    "    index = indexes[i]\n",
    "    total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "    thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "    thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "    plot_chart(topics_list,year)\n",
    "    year += 1\n",
    "    \n",
    "i = len(indexes)-2\n",
    "index = indexes[i]\n",
    "total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "plot_chart(topics_list,year)\n",
    "\n",
    "thetas_df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporta resultados para arquivos .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "thetas_df_final.to_csv('media-anp-option2-thetas.csv',index=False)\n",
    "topics_df.to_csv('media-anp-option2-topics.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_df_transpose = pd.DataFrame()\n",
    "topn_words = 30\n",
    "\n",
    "header = ['Topico']\n",
    "for i in range(1,topn_words+1):\n",
    "    header.extend([i])\n",
    "for topic_num in range(num_topics):\n",
    "        topic_row = lda_model.show_topic(topic_num,topn_words)\n",
    "        \n",
    "        my_list = ['T'+(str(topic_num+1))]\n",
    "        for word,prop in topic_row:\n",
    "            my_list.extend([word])\n",
    "        topics_df_transpose = topics_df_transpose.append(pd.Series(my_list), ignore_index=True)\n",
    "topics_df_transpose.columns = header\n",
    "\n",
    "writer = pd.ExcelWriter('media-anp-option2.xlsx')\n",
    "topics_df_transpose.T.to_excel(writer,'media-anp-option2-topics',index=False,header=False)\n",
    "thetas_df_final.to_excel(writer,'media-anp-option2-thetas',index=False)\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tópicos na forma de word cloud (o tamanho da fonte indica a relevância da palavra no tópico):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_wordcloud_and_plot(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    ##wordcloud = WordCloud().generate_from_frequencies(frequencies=d)\n",
    "    ##plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    ##plt.axis(\"off\")\n",
    "\n",
    "    # lower max_font_size\n",
    "    wordcloud = WordCloud(max_font_size=40,background_color='white').generate_from_frequencies(frequencies=d)\n",
    "    plt.figure()\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    # The pil way (if you don't have matplotlib)\n",
    "    # image = wordcloud.to_image()\n",
    "    # image.show()\n",
    "    \n",
    "def generate_wordcloud(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    wordcloud = WordCloud(max_font_size=220,width=2400, height=1200,background_color='black',colormap='tab10').generate_from_frequencies(frequencies=d)\n",
    "    return wordcloud\n",
    "    \n",
    "    \n",
    "    \n",
    "def build_frequencies_topics(no_top_words):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    f = plt.figure(figsize=(20,10))\n",
    "    for topic_idx in range(0,num_topics):\n",
    "        d = {}\n",
    "        topic_tuple = lda_model.show_topic(topic_idx,no_top_words)\n",
    "        for (topic, weight) in topic_tuple:\n",
    "            d[topic] = weight\n",
    "        #print ('Tópico %d:' % topic_idx)\n",
    "        wordcloud = generate_wordcloud(d)\n",
    "\n",
    "        f.add_subplot(6,5, topic_idx+1)\n",
    "        plt.text(0, -15, 'Tópico %d' % (topic_idx+1), fontsize=10)\n",
    "        plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "        plt.axis(\"off\")\n",
    "        \n",
    "    plt.show(block=True)\n",
    "    f.savefig('media-anp-wordcloud-2.eps')\n",
    "    f.savefig('media-anp-wordcloud-2.png')\n",
    "\n",
    "    #plt.figure()\n",
    "    #f, axarr = plt.subplots(2,2)\n",
    "    #axarr[0,0].imshow(wordcloud, interpolation=\"bilinear\")\n",
    "\n",
    "    #plt.figure()\n",
    "    #plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    #plt.axis(\"off\")\n",
    "    #plt.show()\n",
    "    \n",
    "build_frequencies_topics(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
